From 5668d43093a92aa0a7730a10d3e1910d4bf8826e Mon Sep 17 00:00:00 2001
From: Saif Addin <saif@johnsnowlabs.com>
Date: Wed, 26 Jun 2019 15:56:39 -0300
Subject: [PATCH 01/36] sbt updates

---
 CHANGELOG                                     | 36 +++++++++++++++++++
 README.md                                     | 28 +++++++--------
 build.sbt                                     |  6 ++--
 docs/_layouts/landing.html                    | 10 +++---
 docs/en/install.md                            | 14 ++++----
 docs/en/quickstart.md                         | 18 +++++-----
 python/setup.py                               |  2 +-
 python/sparknlp/__init__.py                   |  6 ++--
 .../scala/com/johnsnowlabs/nlp/SparkNLP.scala |  6 ++--
 .../scala/com/johnsnowlabs/util/Build.scala   |  2 +-
 10 files changed, 82 insertions(+), 46 deletions(-)

diff --git a/CHANGELOG b/CHANGELOG
index e35c94354c266a..4f5b0fcca0893a 100644
--- a/CHANGELOG
+++ b/CHANGELOG
@@ -1,3 +1,39 @@
+========
+2.1.0
+========
+---------------
+Overview
+---------------
+
+---------------
+Enhancements
+---------------
+* Norvig and Symmetric spell checkers now report confidence scores in metadata
+* Tokenizer has been severely enhanced to allow easier and faster customization
+* NerDLApproach now reports metrics and f1 scores with an automated dataset splitting through `setTrainValidationProp`
+* Began making progress towards OCR reporting more meaningful metadata (noise levels, confidence score, etc), sets ground base for further development
+* Added `spark-nlp-eval` evaluation model with multiple scripts that help users evaluate their models and pipelines. To be improved.
+
+---------------
+Bugfixes
+---------------
+* Fixed Dependency Parser not reporting offsets correctly
+* Dependency Parser now only shows head token as part of the result, instead of pairs
+* Fixed NerDLModel not allowing to pick noncontrib versions from linux
+* Fixed a bug in embeddingsRef validation allowing the user to override ref when not possible
+
+---------------
+Framework
+---------------
+* ResourceDownloader now capable of utilizing credentials from aws standard means (variables, credentials folder)
+
+---------------
+Documentation
+---------------
+* Added Google Colab workthrough guide
+* Added Approach and Model class names in reference documentation
+* Fixed various typos and outdated pieces in documentation
+
 ========
 2.0.8
 ========
diff --git a/README.md b/README.md
index 00ef491c243433..b9d8379eb30593 100644
--- a/README.md
+++ b/README.md
@@ -40,7 +40,7 @@ Take a look at our official Spark NLP page: [http://nlp.johnsnowlabs.com/](http:
 
 ## Apache Spark Support
 
-Spark NLP *2.0.8* has been built on top of Apache Spark 2.4.3
+Spark NLP *2.1.0* has been built on top of Apache Spark 2.4.3
 
 Note that Spark is not retrocompatible with Spark 2.3.x, so models and environments might not work.
 
@@ -65,18 +65,18 @@ This library has been uploaded to the [spark-packages repository](https://spark-
 
 Benefit of spark-packages is that makes it available for both Scala-Java and Python
 
-To use the most recent version just add the `--packages JohnSnowLabs:spark-nlp:2.0.8` to you spark command
+To use the most recent version just add the `--packages JohnSnowLabs:spark-nlp:2.1.0` to you spark command
 
 ```sh
-spark-shell --packages JohnSnowLabs:spark-nlp:2.0.8
+spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0
 ```
 
 ```sh
-pyspark --packages JohnSnowLabs:spark-nlp:2.0.8
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0
 ```
 
 ```sh
-spark-submit --packages JohnSnowLabs:spark-nlp:2.0.8
+spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0
 ```
 
 This can also be used to create a SparkSession manually by using the `spark.jars.packages` option in both Python and Scala
@@ -144,7 +144,7 @@ Our package is deployed to maven central. In order to add this package as a depe
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp_2.11</artifactId>
-    <version>2.0.8</version>
+    <version>2.1.0</version>
 </dependency>
 ```
 
@@ -155,7 +155,7 @@ and
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-ocr_2.11</artifactId>
-    <version>2.0.8</version>
+    <version>2.1.0</version>
 </dependency>
 ```
 
@@ -163,14 +163,14 @@ and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.0.8"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.1.0"
 ```
 
 and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-ocr
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.0.8"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.1.0"
 ```
 
 Maven Central: [https://mvnrepository.com/artifact/com.johnsnowlabs.nlp](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp)
@@ -185,7 +185,7 @@ If you installed pyspark through pip/conda, you can install `spark-nlp` through
 
 Pip:
 ```bash
-pip install spark-nlp==2.0.8
+pip install spark-nlp==2.1.0
 ```
 Conda:
 ```bash
@@ -202,7 +202,7 @@ spark = SparkSession.builder \
     .master("local[4]")\
     .config("spark.driver.memory","4G")\
     .config("spark.driver.maxResultSize", "2G") \
-    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.0.8")\
+    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0")\
     .config("spark.kryoserializer.buffer.max", "500m")\
     .getOrCreate()
 ```
@@ -216,7 +216,7 @@ Use either one of the following options
 * Add the following Maven Coordinates to the interpreter's library list
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp_2.11:2.0.8
+com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0
 ```
 
 * Add path to pre-built jar from [here](#pre-compiled-spark-nlp-and-spark-nlp-ocr) in the interpreter's library list making sure the jar is available to driver path
@@ -226,7 +226,7 @@ com.johnsnowlabs.nlp:spark-nlp_2.11:2.0.8
 Apart from previous step, install python module through pip
 
 ```bash
-pip install spark-nlp==2.0.8
+pip install spark-nlp==2.1.0
 ```
 
 Or you can install `spark-nlp` from inside Zeppelin by using Conda:
@@ -251,7 +251,7 @@ export PYSPARK_PYTHON=python3
 export PYSPARK_DRIVER_PYTHON=jupyter
 export PYSPARK_DRIVER_PYTHON_OPTS=notebook
 
-pyspark --packages JohnSnowLabs:spark-nlp:2.0.8
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0
 ```
 
 Alternatively, you can mix in using `--jars` option for pyspark + `pip install spark-nlp`
diff --git a/build.sbt b/build.sbt
index ec54fb8dce8048..5247fb25842d78 100644
--- a/build.sbt
+++ b/build.sbt
@@ -16,7 +16,7 @@ if(is_gpu.equals("false")){
 
 organization:= "com.johnsnowlabs.nlp"
 
-version := "2.0.8"
+version := "2.1.0"
 
 scalaVersion in ThisBuild := scalaVer
 
@@ -185,7 +185,7 @@ assemblyMergeStrategy in assembly := {
 lazy val evaluation = (project in file("eval"))
   .settings(
     name := "spark-nlp-eval",
-    version := "2.0.8",
+    version := "2.1.0",
 
     publishTo := Some(
       if (isSnapshot.value)
@@ -218,7 +218,7 @@ lazy val evaluation = (project in file("eval"))
 lazy val ocr = (project in file("ocr"))
   .settings(
     name := "spark-nlp-ocr",
-    version := "2.0.8",
+    version := "2.1.0",
 
     test in assembly := {},
 
diff --git a/docs/_layouts/landing.html b/docs/_layouts/landing.html
index 307c9033e4d1bc..1432cd1aefae87 100755
--- a/docs/_layouts/landing.html
+++ b/docs/_layouts/landing.html
@@ -49,22 +49,22 @@ <h1>{{ _section.title }}</h1>
           <div class="cell cell--12 cell--lg-12" style="text-align: left; background-color: #2d2d2d; padding: 10px">
             {% highlight bash %}
 # Install Spark NLP from PyPI
-$ pip install spark-nlp==2.0.8
+$ pip install spark-nlp==2.1.0
 
 # Install Spark NLP from Anacodna/Conda
 $ conda install -c johnsnowlabs spark-nlp
 
 # Load Spark NLP with Spark Shell
-$ spark-shell --packages JohnSnowLabs:spark-nlp:2.0.8
+$ spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0
 
 # Load Spark NLP with PySpark
-$ pyspark --packages JohnSnowLabs:spark-nlp:2.0.8
+$ pyspark --packages JohnSnowLabs:spark-nlp:2.1.0
 
 # Load Spark NLP with Spark Submit
-$ spark-submit --packages JohnSnowLabs:spark-nlp:2.0.8
+$ spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0
 
 # Load Spark NLP as external JAR after comiling and bulding Spark NLP by `sbt assembly`
-$ spark-shell --jar spark-nlp-assembly-2.0.8
+$ spark-shell --jar spark-nlp-assembly-2.1.0
             {% endhighlight %}
           </div>
         </div>
diff --git a/docs/en/install.md b/docs/en/install.md
index d92a9cf253fa3a..11a3b55d79844f 100644
--- a/docs/en/install.md
+++ b/docs/en/install.md
@@ -13,7 +13,7 @@ modify_date: "2019-05-16"
 If you installed pyspark through pip, you can install `spark-nlp` through pip as well.
 
 ```bash
-pip install spark-nlp==2.0.8
+pip install spark-nlp==2.1.0
 ```
 
 PyPI [spark-nlp package](https://pypi.org/project/spark-nlp/)
@@ -36,7 +36,7 @@ spark = SparkSession.builder \
     .master("local[*]")\
     .config("spark.driver.memory","8G")\
     .config("spark.driver.maxResultSize", "2G") \
-    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.0.8")\
+    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0")\
     .config("spark.kryoserializer.buffer.max", "500m")\
     .getOrCreate()
 ```
@@ -97,7 +97,7 @@ Our package is deployed to maven central. In order to add this package as a depe
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp_2.11</artifactId>
-    <version>2.0.8</version>
+    <version>2.1.0</version>
 </dependency>
 ```
 
@@ -108,7 +108,7 @@ and
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-ocr_2.11</artifactId>
-    <version>2.0.8</version>
+    <version>2.1.0</version>
 </dependency>
 ```
 
@@ -116,14 +116,14 @@ and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.0.8"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.1.0"
 ```
 
 and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-ocr
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.0.8"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.1.0"
 ```
 
 Maven Central: [https://mvnrepository.com/artifact/com.johnsnowlabs.nlp](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp)
@@ -151,7 +151,7 @@ Note: You can import these notebooks by using their URLs.
 4- From the Source drop-down menu, select **Maven Coordinate:**
 ![Databricks](https://databricks.com/wp-content/uploads/2015/07/select-maven-1024x711.png)
 
-5- Now, all available **Spark Packages** are at your fingertips! Just search for **JohnSnowLabs:spark-nlp:version** where **version** stands for the library version such as: `1.8.4` or `2.0.8`
+5- Now, all available **Spark Packages** are at your fingertips! Just search for **JohnSnowLabs:spark-nlp:version** where **version** stands for the library version such as: `1.8.4` or `2.1.0`
 ![Databricks](https://databricks.com/wp-content/uploads/2015/07/browser-1024x548.png)
 
 6- Select **spark-nlp** package and we are good to go!
diff --git a/docs/en/quickstart.md b/docs/en/quickstart.md
index 97c24528f3f53c..a2ddb18da4a3e3 100644
--- a/docs/en/quickstart.md
+++ b/docs/en/quickstart.md
@@ -29,9 +29,9 @@ Spark NLP is built on top of **Apache Spark 2.4.0** and such is the **only** sup
 To start using the library, execute any of the following lines depending on your desired use case:
 
 ```bash
-spark-shell --packages JohnSnowLabs:spark-nlp:2.0.8
-pyspark --packages JohnSnowLabs:spark-nlp:2.0.8
-spark-submit --packages JohnSnowLabs:spark-nlp:2.0.8
+spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0
+spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0
 ```
 
 ### **Straight forward Python on jupyter notebook**
@@ -39,7 +39,7 @@ spark-submit --packages JohnSnowLabs:spark-nlp:2.0.8
 Use pip to install (after you pip installed numpy and pyspark)
 
 ```bash
-pip install spark-nlp==2.0.8
+pip install spark-nlp==2.1.0
 jupyter notebook
 ```
 
@@ -60,7 +60,7 @@ spark = SparkSession.builder \
     .appName('OCR Eval') \
     .config("spark.driver.memory", "6g") \
     .config("spark.executor.memory", "6g") \
-    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.0.8") \
+    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0") \
     .getOrCreate()
 ```
 
@@ -69,13 +69,13 @@ spark = SparkSession.builder \
 Add the following maven coordinates in the dependency configuration page:
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp_2.11:2.0.8
+com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0
 ```
 
 For Python in **Apache Zeppelin** you may need to setup _**SPARK_SUBMIT_OPTIONS**_ utilizing --packages instruction shown above like this
 
 ```bash
-export SPARK_SUBMIT_OPTIONS="--packages JohnSnowLabs:spark-nlp:2.0.8"
+export SPARK_SUBMIT_OPTIONS="--packages JohnSnowLabs:spark-nlp:2.1.0"
 ```
 
 ### **Python Jupyter Notebook with PySpark**
@@ -85,7 +85,7 @@ export SPARK_HOME=/path/to/your/spark/folder
 export PYSPARK_DRIVER_PYTHON=jupyter
 export PYSPARK_DRIVER_PYTHON_OPTS=notebook
 
-pyspark --packages JohnSnowLabs:spark-nlp:2.0.8
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0
 ```
 
 ### S3 based standalone cluster (No Hadoop)
@@ -297,7 +297,7 @@ lightPipeline.annotate("Hello world, please annotate my text")
 Spark NLP OCR Module is not included within Spark NLP. It is not an annotator and not an extension to Spark ML. You can include it with the following coordinates for Maven:
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.0.8
+com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0
 ```
 
 ### Creating Spark datasets from PDF (To be used with Spark NLP)
diff --git a/python/setup.py b/python/setup.py
index c568b305f1c145..35dec4a56f20f0 100644
--- a/python/setup.py
+++ b/python/setup.py
@@ -40,7 +40,7 @@
     # For a discussion on single-sourcing the version across setup.py and the
     # project code, see
     # https://packaging.python.org/en/latest/single_source_version.html
-    version='2.0.8',  # Required
+    version='2.1.0',  # Required
 
     # This is a one-line description or tagline of what your project does. This
     # corresponds to the "Summary" metadata field:
diff --git a/python/sparknlp/__init__.py b/python/sparknlp/__init__.py
index 6ecdcbdc342030..130d8cea941630 100644
--- a/python/sparknlp/__init__.py
+++ b/python/sparknlp/__init__.py
@@ -40,14 +40,14 @@ def start(include_ocr=False):
 
     if include_ocr:
         builder \
-            .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.0.8,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.0.8,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3") \
+            .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3") \
             .config("spark.jars.repositories", "http://repo.spring.io/plugins-release")
 
     else:
-        builder.config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.0.8") \
+        builder.config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0") \
 
     return builder.getOrCreate()
 
 
 def version():
-    print('2.0.8')
+    print('2.1.0')
diff --git a/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala b/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
index ff32fdb941a5e9..a657d0c81c0bc1 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
@@ -13,18 +13,18 @@ object SparkNLP {
 
     if (includeOcr) {
       build
-        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.0.8,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.0.8,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3")
+        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3")
         .config("spark.jars.repositories", "http://repo.spring.io/plugins-release")
     } else {
       build
-        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.0.8")
+        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0")
     }
 
     build.getOrCreate()
   }
 
   def version(): Unit = {
-    println("2.0.8")
+    println("2.1.0")
   }
 
 }
diff --git a/src/main/scala/com/johnsnowlabs/util/Build.scala b/src/main/scala/com/johnsnowlabs/util/Build.scala
index 85fce678f133a9..097399430d2a64 100644
--- a/src/main/scala/com/johnsnowlabs/util/Build.scala
+++ b/src/main/scala/com/johnsnowlabs/util/Build.scala
@@ -11,6 +11,6 @@ object Build {
     if (version != null && version.nonEmpty)
       version
     else
-      "2.0.8"
+      "2.1.0"
   }
 }
\ No newline at end of file

From d837e84761263d07718472c585aa14fe7ae0be8d Mon Sep 17 00:00:00 2001
From: Saif Addin <saif@johnsnowlabs.com>
Date: Wed, 26 Jun 2019 16:41:32 -0300
Subject: [PATCH 02/36] Fixed evaluation to use new tokenizer rules

---
 .../scala/com/johnsnowlabs/nlp/eval/NerCrfEvaluation.scala    | 4 ----
 .../scala/com/johnsnowlabs/nlp/eval/NerDLEvaluation.scala     | 3 ---
 2 files changed, 7 deletions(-)

diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerCrfEvaluation.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerCrfEvaluation.scala
index bc802a0213b0f1..5308d47f92b775 100644
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerCrfEvaluation.scala
+++ b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerCrfEvaluation.scala
@@ -43,7 +43,6 @@ object NerCrfEvaluation extends App {
     val documentAssembler = new DocumentAssembler()
       .setInputCol("text")
       .setOutputCol("document")
-      .setTrimAndClearNewLines(false)
 
     val sentenceDetector = new SentenceDetector()
       .setInputCols(Array("document"))
@@ -53,7 +52,6 @@ object NerCrfEvaluation extends App {
       .setInputCols(Array("sentence"))
       .setOutputCol("token")
       .setPrefixPattern("\\A([^\\s\\p{L}$\\.']*)")
-      .setIncludeDefaults(false)
 
     val glove = new WordEmbeddings()
       .setInputCols("sentence", "token")
@@ -96,7 +94,6 @@ object NerCrfEvaluation extends App {
     val documentAssembler = new DocumentAssembler()
       .setInputCol("text")
       .setOutputCol("document")
-      .setTrimAndClearNewLines(false)
 
     val sentenceDetector = new SentenceDetector()
       .setInputCols(Array("document"))
@@ -106,7 +103,6 @@ object NerCrfEvaluation extends App {
       .setInputCols(Array("sentence"))
       .setOutputCol("token")
       .setPrefixPattern("\\A([^\\s\\p{L}$\\.']*)")
-      .setIncludeDefaults(false)
 
     val pipeline = new Pipeline().setStages(
       Array(
diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerDLEvaluation.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerDLEvaluation.scala
index 90ae83af6071cf..c0aac56603cdfc 100644
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerDLEvaluation.scala
+++ b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerDLEvaluation.scala
@@ -93,7 +93,6 @@ object NerDLEvaluation extends App {
     val documentAssembler = new DocumentAssembler()
       .setInputCol("text")
       .setOutputCol("document")
-      .setTrimAndClearNewLines(false)
 
     val sentenceDetector = new SentenceDetector()
       .setInputCols(Array("document"))
@@ -102,8 +101,6 @@ object NerDLEvaluation extends App {
     val tokenizer = new Tokenizer()
       .setInputCols(Array("sentence"))
       .setOutputCol("token")
-      .setPrefixPattern("\\A([^\\s\\p{L}$\\.']*)")
-      .setIncludeDefaults(false)
 
     val glove = new WordEmbeddings()
       .setInputCols("sentence", "token")

From d2a1876faff39f75ee678dc0874bb0222a78c10b Mon Sep 17 00:00:00 2001
From: Saif Addin <saif@johnsnowlabs.com>
Date: Fri, 28 Jun 2019 13:51:53 -0300
Subject: [PATCH 03/36] Build updates

---
 .sbtrc              |  4 ++--
 build.sbt           | 26 ++++++++++++++++++++++++--
 python/run-tests.py |  1 -
 python/test/misc.py |  9 ---------
 4 files changed, 26 insertions(+), 14 deletions(-)

diff --git a/.sbtrc b/.sbtrc
index bcb7d9e3074521..7fb3473271c82e 100644
--- a/.sbtrc
+++ b/.sbtrc
@@ -1,6 +1,6 @@
 alias assemblyAndCopy=;assembly;copyAssembledJar
 alias assemblyOcrAndCopy=;ocr/assembly;copyAssembledOcrJar
 alias assemblyEvalAndCopy=;evaluation/assembly;copyAssembledEvalJar
-alias assemblyAllAndCopy=;assemblyAndCopy;assemblyOcrAndCopy;assemblyEvalAndCopy;copyAssembledEvalJar
+alias assemblyAllAndCopy=;assemblyEvalAndCopy;assemblyOcrAndCopy
 alias assemblyAndCopyForPyPi=;assembly;copyAssembledJarForPyPi
-alias publishSignedOcr=;ocr/assembly;ocr/publishSigned
+alias publishSignedOcr=;ocr/assembly;ocr/publishSigned
\ No newline at end of file
diff --git a/build.sbt b/build.sbt
index 5247fb25842d78..12e3270854762a 100644
--- a/build.sbt
+++ b/build.sbt
@@ -156,7 +156,6 @@ lazy val root = (project in file("."))
 
 
 val ocrMergeRules: String => MergeStrategy  = {
-
   case "versionchanges.txt" => MergeStrategy.discard
   case "StaticLoggerBinder" => MergeStrategy.discard
   case PathList("META-INF", fileName)
@@ -169,6 +168,19 @@ val ocrMergeRules: String => MergeStrategy  = {
   case _ => MergeStrategy.deduplicate
 }
 
+val evalMergeRules: String => MergeStrategy  = {
+  case "versionchanges.txt" => MergeStrategy.discard
+  case "StaticLoggerBinder" => MergeStrategy.discard
+  case PathList("META-INF", fileName)
+    if List("NOTICE", "MANIFEST.MF", "DEPENDENCIES", "INDEX.LIST").contains(fileName) || fileName.endsWith(".txt")
+  => MergeStrategy.discard
+  case PathList("META-INF", "services", _ @ _*)  => MergeStrategy.first
+  case PathList("META-INF", xs @ _*)  => MergeStrategy.first
+  case PathList("org", "apache", "spark", _ @ _*)  => MergeStrategy.discard
+  case PathList("apache", "commons", "logging", "impl",  xs @ _*)  => MergeStrategy.discard
+  case _ => MergeStrategy.deduplicate
+}
+
 assemblyMergeStrategy in assembly := {
   case PathList("apache.commons.lang3", _ @ _*)  => MergeStrategy.discard
   case PathList("org.apache.hadoop", _ @ _*)  => MergeStrategy.last
@@ -187,6 +199,15 @@ lazy val evaluation = (project in file("eval"))
     name := "spark-nlp-eval",
     version := "2.1.0",
 
+    assemblyMergeStrategy in assembly := evalMergeRules,
+
+    libraryDependencies ++= Seq( 
+      "org.apache.spark" %% "spark-core" % sparkVer,
+      "org.apache.spark" %% "spark-mllib" % sparkVer
+    ),
+
+    test in assembly := {},
+
     publishTo := Some(
       if (isSnapshot.value)
         Opts.resolver.sonatypeSnapshots
@@ -292,9 +313,10 @@ copyAssembledOcrJar := {
   println(s"[info] $jarFilePath copied to $newJarFilePath ")
 }
 
+// Includes spark-nlp, so use sparknlp.jar
 copyAssembledEvalJar := {
   val jarFilePath = (assemblyOutputPath in assembly in "evaluation").value
-  val newJarFilePath = baseDirectory( _ / "python" / "lib" /  "sparknlp-eval.jar").value
+  val newJarFilePath = baseDirectory( _ / "python" / "lib" /  "sparknlp.jar").value
   IO.copyFile(jarFilePath, newJarFilePath)
   println(s"[info] $jarFilePath copied to $newJarFilePath ")
 }
diff --git a/python/run-tests.py b/python/run-tests.py
index 57d4584a4856fe..99db3d6201119a 100644
--- a/python/run-tests.py
+++ b/python/run-tests.py
@@ -29,6 +29,5 @@
 
 # Misc tests
 unittest.TextTestRunner().run(UtilitiesTestSpec())
-unittest.TextTestRunner().run(ConfigPathTestSpec())
 unittest.TextTestRunner().run(SerializersTestSpec())
 unittest.TextTestRunner().run(OcrTestSpec())
\ No newline at end of file
diff --git a/python/test/misc.py b/python/test/misc.py
index 92772739052fbc..dfd1d15f0a9308 100644
--- a/python/test/misc.py
+++ b/python/test/misc.py
@@ -17,15 +17,6 @@ def runTest():
         assert(regex_rule.rule() == "\w+")
 
 
-class ConfigPathTestSpec(unittest.TestCase):
-
-    @staticmethod
-    def runTest():
-        assert(get_config_path() == "./application.conf")
-        set_config_path("./somewhere/application.conf")
-        assert(get_config_path() == "./somewhere/application.conf")
-
-
 class SerializersTestSpec(unittest.TestCase):
     def setUp(self):
         self.test_dir = tempfile.mkdtemp()

From c3110b1dec8f27c48275fb8fc76efaf2bedf9cee Mon Sep 17 00:00:00 2001
From: Saif Addin <saif@johnsnowlabs.com>
Date: Fri, 28 Jun 2019 14:11:45 -0300
Subject: [PATCH 04/36] bump version to rc1

---
 README.md                                     | 28 +++++++++----------
 build.sbt                                     |  6 ++--
 docs/_layouts/landing.html                    | 10 +++----
 docs/en/install.md                            | 14 +++++-----
 docs/en/quickstart.md                         | 18 ++++++------
 python/setup.py                               |  2 +-
 python/sparknlp/__init__.py                   |  6 ++--
 .../scala/com/johnsnowlabs/nlp/SparkNLP.scala |  6 ++--
 .../scala/com/johnsnowlabs/util/Build.scala   |  2 +-
 9 files changed, 46 insertions(+), 46 deletions(-)

diff --git a/README.md b/README.md
index b9d8379eb30593..fc934f39f6d349 100644
--- a/README.md
+++ b/README.md
@@ -40,7 +40,7 @@ Take a look at our official Spark NLP page: [http://nlp.johnsnowlabs.com/](http:
 
 ## Apache Spark Support
 
-Spark NLP *2.1.0* has been built on top of Apache Spark 2.4.3
+Spark NLP *2.1.0-rc1* has been built on top of Apache Spark 2.4.3
 
 Note that Spark is not retrocompatible with Spark 2.3.x, so models and environments might not work.
 
@@ -65,18 +65,18 @@ This library has been uploaded to the [spark-packages repository](https://spark-
 
 Benefit of spark-packages is that makes it available for both Scala-Java and Python
 
-To use the most recent version just add the `--packages JohnSnowLabs:spark-nlp:2.1.0` to you spark command
+To use the most recent version just add the `--packages JohnSnowLabs:spark-nlp:2.1.0-rc1` to you spark command
 
 ```sh
-spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0
+spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc1
 ```
 
 ```sh
-pyspark --packages JohnSnowLabs:spark-nlp:2.1.0
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc1
 ```
 
 ```sh
-spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0
+spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc1
 ```
 
 This can also be used to create a SparkSession manually by using the `spark.jars.packages` option in both Python and Scala
@@ -144,7 +144,7 @@ Our package is deployed to maven central. In order to add this package as a depe
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp_2.11</artifactId>
-    <version>2.1.0</version>
+    <version>2.1.0-rc1</version>
 </dependency>
 ```
 
@@ -155,7 +155,7 @@ and
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-ocr_2.11</artifactId>
-    <version>2.1.0</version>
+    <version>2.1.0-rc1</version>
 </dependency>
 ```
 
@@ -163,14 +163,14 @@ and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.1.0"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.1.0-rc1"
 ```
 
 and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-ocr
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.1.0"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.1.0-rc1"
 ```
 
 Maven Central: [https://mvnrepository.com/artifact/com.johnsnowlabs.nlp](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp)
@@ -185,7 +185,7 @@ If you installed pyspark through pip/conda, you can install `spark-nlp` through
 
 Pip:
 ```bash
-pip install spark-nlp==2.1.0
+pip install spark-nlp==2.1.0.rc1
 ```
 Conda:
 ```bash
@@ -202,7 +202,7 @@ spark = SparkSession.builder \
     .master("local[4]")\
     .config("spark.driver.memory","4G")\
     .config("spark.driver.maxResultSize", "2G") \
-    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0")\
+    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc1")\
     .config("spark.kryoserializer.buffer.max", "500m")\
     .getOrCreate()
 ```
@@ -216,7 +216,7 @@ Use either one of the following options
 * Add the following Maven Coordinates to the interpreter's library list
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0
+com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0-rc1
 ```
 
 * Add path to pre-built jar from [here](#pre-compiled-spark-nlp-and-spark-nlp-ocr) in the interpreter's library list making sure the jar is available to driver path
@@ -226,7 +226,7 @@ com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0
 Apart from previous step, install python module through pip
 
 ```bash
-pip install spark-nlp==2.1.0
+pip install spark-nlp==2.1.0.rc1
 ```
 
 Or you can install `spark-nlp` from inside Zeppelin by using Conda:
@@ -251,7 +251,7 @@ export PYSPARK_PYTHON=python3
 export PYSPARK_DRIVER_PYTHON=jupyter
 export PYSPARK_DRIVER_PYTHON_OPTS=notebook
 
-pyspark --packages JohnSnowLabs:spark-nlp:2.1.0
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc1
 ```
 
 Alternatively, you can mix in using `--jars` option for pyspark + `pip install spark-nlp`
diff --git a/build.sbt b/build.sbt
index 12e3270854762a..d76c477393e77f 100644
--- a/build.sbt
+++ b/build.sbt
@@ -16,7 +16,7 @@ if(is_gpu.equals("false")){
 
 organization:= "com.johnsnowlabs.nlp"
 
-version := "2.1.0"
+version := "2.1.0-rc1"
 
 scalaVersion in ThisBuild := scalaVer
 
@@ -197,7 +197,7 @@ assemblyMergeStrategy in assembly := {
 lazy val evaluation = (project in file("eval"))
   .settings(
     name := "spark-nlp-eval",
-    version := "2.1.0",
+    version := "2.1.0-rc1",
 
     assemblyMergeStrategy in assembly := evalMergeRules,
 
@@ -239,7 +239,7 @@ lazy val evaluation = (project in file("eval"))
 lazy val ocr = (project in file("ocr"))
   .settings(
     name := "spark-nlp-ocr",
-    version := "2.1.0",
+    version := "2.1.0-rc1",
 
     test in assembly := {},
 
diff --git a/docs/_layouts/landing.html b/docs/_layouts/landing.html
index 1432cd1aefae87..871bf4bd030b79 100755
--- a/docs/_layouts/landing.html
+++ b/docs/_layouts/landing.html
@@ -49,22 +49,22 @@ <h1>{{ _section.title }}</h1>
           <div class="cell cell--12 cell--lg-12" style="text-align: left; background-color: #2d2d2d; padding: 10px">
             {% highlight bash %}
 # Install Spark NLP from PyPI
-$ pip install spark-nlp==2.1.0
+$ pip install spark-nlp==2.1.0.rc1
 
 # Install Spark NLP from Anacodna/Conda
 $ conda install -c johnsnowlabs spark-nlp
 
 # Load Spark NLP with Spark Shell
-$ spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0
+$ spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc1
 
 # Load Spark NLP with PySpark
-$ pyspark --packages JohnSnowLabs:spark-nlp:2.1.0
+$ pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc1
 
 # Load Spark NLP with Spark Submit
-$ spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0
+$ spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc1
 
 # Load Spark NLP as external JAR after comiling and bulding Spark NLP by `sbt assembly`
-$ spark-shell --jar spark-nlp-assembly-2.1.0
+$ spark-shell --jar spark-nlp-assembly-2.1.0-rc1
             {% endhighlight %}
           </div>
         </div>
diff --git a/docs/en/install.md b/docs/en/install.md
index 11a3b55d79844f..4f7e81fb1a5b92 100644
--- a/docs/en/install.md
+++ b/docs/en/install.md
@@ -13,7 +13,7 @@ modify_date: "2019-05-16"
 If you installed pyspark through pip, you can install `spark-nlp` through pip as well.
 
 ```bash
-pip install spark-nlp==2.1.0
+pip install spark-nlp==2.1.0.rc1
 ```
 
 PyPI [spark-nlp package](https://pypi.org/project/spark-nlp/)
@@ -36,7 +36,7 @@ spark = SparkSession.builder \
     .master("local[*]")\
     .config("spark.driver.memory","8G")\
     .config("spark.driver.maxResultSize", "2G") \
-    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0")\
+    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc1")\
     .config("spark.kryoserializer.buffer.max", "500m")\
     .getOrCreate()
 ```
@@ -97,7 +97,7 @@ Our package is deployed to maven central. In order to add this package as a depe
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp_2.11</artifactId>
-    <version>2.1.0</version>
+    <version>2.1.0-rc1</version>
 </dependency>
 ```
 
@@ -108,7 +108,7 @@ and
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-ocr_2.11</artifactId>
-    <version>2.1.0</version>
+    <version>2.1.0-rc1</version>
 </dependency>
 ```
 
@@ -116,14 +116,14 @@ and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.1.0"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.1.0-rc1"
 ```
 
 and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-ocr
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.1.0"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.1.0-rc1"
 ```
 
 Maven Central: [https://mvnrepository.com/artifact/com.johnsnowlabs.nlp](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp)
@@ -151,7 +151,7 @@ Note: You can import these notebooks by using their URLs.
 4- From the Source drop-down menu, select **Maven Coordinate:**
 ![Databricks](https://databricks.com/wp-content/uploads/2015/07/select-maven-1024x711.png)
 
-5- Now, all available **Spark Packages** are at your fingertips! Just search for **JohnSnowLabs:spark-nlp:version** where **version** stands for the library version such as: `1.8.4` or `2.1.0`
+5- Now, all available **Spark Packages** are at your fingertips! Just search for **JohnSnowLabs:spark-nlp:version** where **version** stands for the library version such as: `1.8.4` or `2.1.0-rc1`
 ![Databricks](https://databricks.com/wp-content/uploads/2015/07/browser-1024x548.png)
 
 6- Select **spark-nlp** package and we are good to go!
diff --git a/docs/en/quickstart.md b/docs/en/quickstart.md
index a2ddb18da4a3e3..fcf94345c77beb 100644
--- a/docs/en/quickstart.md
+++ b/docs/en/quickstart.md
@@ -29,9 +29,9 @@ Spark NLP is built on top of **Apache Spark 2.4.0** and such is the **only** sup
 To start using the library, execute any of the following lines depending on your desired use case:
 
 ```bash
-spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0
-pyspark --packages JohnSnowLabs:spark-nlp:2.1.0
-spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0
+spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc1
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc1
+spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc1
 ```
 
 ### **Straight forward Python on jupyter notebook**
@@ -39,7 +39,7 @@ spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0
 Use pip to install (after you pip installed numpy and pyspark)
 
 ```bash
-pip install spark-nlp==2.1.0
+pip install spark-nlp==2.1.0.rc1
 jupyter notebook
 ```
 
@@ -60,7 +60,7 @@ spark = SparkSession.builder \
     .appName('OCR Eval') \
     .config("spark.driver.memory", "6g") \
     .config("spark.executor.memory", "6g") \
-    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0") \
+    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc1") \
     .getOrCreate()
 ```
 
@@ -69,13 +69,13 @@ spark = SparkSession.builder \
 Add the following maven coordinates in the dependency configuration page:
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0
+com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0-rc1
 ```
 
 For Python in **Apache Zeppelin** you may need to setup _**SPARK_SUBMIT_OPTIONS**_ utilizing --packages instruction shown above like this
 
 ```bash
-export SPARK_SUBMIT_OPTIONS="--packages JohnSnowLabs:spark-nlp:2.1.0"
+export SPARK_SUBMIT_OPTIONS="--packages JohnSnowLabs:spark-nlp:2.1.0-rc1"
 ```
 
 ### **Python Jupyter Notebook with PySpark**
@@ -85,7 +85,7 @@ export SPARK_HOME=/path/to/your/spark/folder
 export PYSPARK_DRIVER_PYTHON=jupyter
 export PYSPARK_DRIVER_PYTHON_OPTS=notebook
 
-pyspark --packages JohnSnowLabs:spark-nlp:2.1.0
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc1
 ```
 
 ### S3 based standalone cluster (No Hadoop)
@@ -297,7 +297,7 @@ lightPipeline.annotate("Hello world, please annotate my text")
 Spark NLP OCR Module is not included within Spark NLP. It is not an annotator and not an extension to Spark ML. You can include it with the following coordinates for Maven:
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0
+com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc1
 ```
 
 ### Creating Spark datasets from PDF (To be used with Spark NLP)
diff --git a/python/setup.py b/python/setup.py
index 35dec4a56f20f0..ec4791d6d4771e 100644
--- a/python/setup.py
+++ b/python/setup.py
@@ -40,7 +40,7 @@
     # For a discussion on single-sourcing the version across setup.py and the
     # project code, see
     # https://packaging.python.org/en/latest/single_source_version.html
-    version='2.1.0',  # Required
+    version='2.1.0.rc1',  # Required
 
     # This is a one-line description or tagline of what your project does. This
     # corresponds to the "Summary" metadata field:
diff --git a/python/sparknlp/__init__.py b/python/sparknlp/__init__.py
index 130d8cea941630..e797bf4ed3c9ea 100644
--- a/python/sparknlp/__init__.py
+++ b/python/sparknlp/__init__.py
@@ -40,14 +40,14 @@ def start(include_ocr=False):
 
     if include_ocr:
         builder \
-            .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3") \
+            .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc1,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc1,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3") \
             .config("spark.jars.repositories", "http://repo.spring.io/plugins-release")
 
     else:
-        builder.config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0") \
+        builder.config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc1") \
 
     return builder.getOrCreate()
 
 
 def version():
-    print('2.1.0')
+    print('2.1.0-rc1')
diff --git a/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala b/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
index a657d0c81c0bc1..5d84d4336b17c0 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
@@ -13,18 +13,18 @@ object SparkNLP {
 
     if (includeOcr) {
       build
-        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3")
+        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc1,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc1,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3")
         .config("spark.jars.repositories", "http://repo.spring.io/plugins-release")
     } else {
       build
-        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0")
+        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc1")
     }
 
     build.getOrCreate()
   }
 
   def version(): Unit = {
-    println("2.1.0")
+    println("2.1.0-rc1")
   }
 
 }
diff --git a/src/main/scala/com/johnsnowlabs/util/Build.scala b/src/main/scala/com/johnsnowlabs/util/Build.scala
index 097399430d2a64..cd00c4cab92735 100644
--- a/src/main/scala/com/johnsnowlabs/util/Build.scala
+++ b/src/main/scala/com/johnsnowlabs/util/Build.scala
@@ -11,6 +11,6 @@ object Build {
     if (version != null && version.nonEmpty)
       version
     else
-      "2.1.0"
+      "2.1.0-rc1"
   }
 }
\ No newline at end of file

From fa22ee3ff13531b394490253bba78940448fa4fe Mon Sep 17 00:00:00 2001
From: Saif Addin <saif@johnsnowlabs.com>
Date: Fri, 28 Jun 2019 15:28:56 -0300
Subject: [PATCH 05/36] Changelog overview

---
 CHANGELOG | 9 ++++++++-
 1 file changed, 8 insertions(+), 1 deletion(-)

diff --git a/CHANGELOG b/CHANGELOG
index 4f5b0fcca0893a..58c2aa4b7adc72 100644
--- a/CHANGELOG
+++ b/CHANGELOG
@@ -1,9 +1,16 @@
 ========
-2.1.0
+2.1.0-rc1
 ========
 ---------------
 Overview
 ---------------
+This is a pre-release for 2.1.0. The tokenizer has been revamped, and some of the DocumentAssembler defaults changed.
+For this reason, many pipelines and models may now change their accuracies and performance. Old tokenizer default rules
+will be translated in a new english specific pretrained Tokenizer.
+NerDLApproach will now report metrics if setTrainValidationProp has been set, as well as confidence scores reporting in spell checkers.
+DependencyParser output has been reviewed and fixed a bunch of other bugs in the embeddings scope.
+Please feedback and bugs, and remember, this is a pre-release, so not yet intended for production use.
+Join Slack!
 
 ---------------
 Enhancements

From 657908d1b37f23e482e9c7eb10a37ec608d51a19 Mon Sep 17 00:00:00 2001
From: Saif Addin <saif@johnsnowlabs.com>
Date: Fri, 28 Jun 2019 17:45:24 -0300
Subject: [PATCH 06/36] Tokenizer pretrained

---
 .../com/johnsnowlabs/nlp/annotators/Tokenizer.scala      | 9 ++++++++-
 1 file changed, 8 insertions(+), 1 deletion(-)

diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/Tokenizer.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/Tokenizer.scala
index 523bca42628bd5..9596404695dfdb 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/Tokenizer.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/Tokenizer.scala
@@ -3,6 +3,7 @@ package com.johnsnowlabs.nlp.annotators
 import java.util.regex.Pattern
 
 import com.johnsnowlabs.nlp.annotators.common._
+import com.johnsnowlabs.nlp.pretrained.ResourceDownloader
 import com.johnsnowlabs.nlp.util.regex.{MatchStrategy, RuleFactory}
 import org.apache.spark.ml.param.{Param, StringArrayParam}
 import com.johnsnowlabs.nlp.{Annotation, AnnotatorModel}
@@ -200,4 +201,10 @@ class Tokenizer(override val uid: String) extends AnnotatorModel[Tokenizer] {
   }
 }
 
-object Tokenizer extends DefaultParamsReadable[Tokenizer]
\ No newline at end of file
+trait PretrainedTokenizer {
+  def pretrained(name: String = "token_rules", lang: String = "en", remoteLoc: String = ResourceDownloader.publicLoc): Tokenizer = {
+    ResourceDownloader.downloadModel(Tokenizer, name, Option(lang), remoteLoc)
+  }
+}
+
+object Tokenizer extends DefaultParamsReadable[Tokenizer] with PretrainedTokenizer
\ No newline at end of file

From f62cc4c807465cd9a89ae80fdd6b694fe51c288d Mon Sep 17 00:00:00 2001
From: Saif Addin <saif@johnsnowlabs.com>
Date: Fri, 28 Jun 2019 18:00:14 -0300
Subject: [PATCH 07/36] Tokenizer pretrained in extra import

---
 src/main/scala/com/johnsnowlabs/nlp/annotator.scala | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotator.scala b/src/main/scala/com/johnsnowlabs/nlp/annotator.scala
index ce3104a9405db1..b302e8091babd7 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotator.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotator.scala
@@ -1,6 +1,6 @@
 package com.johnsnowlabs.nlp
 
-import com.johnsnowlabs.nlp.annotators.PretrainedLemmatizer
+import com.johnsnowlabs.nlp.annotators.{PretrainedLemmatizer, PretrainedTokenizer}
 import com.johnsnowlabs.nlp.annotators.ner.crf.PretrainedNerCrf
 import com.johnsnowlabs.nlp.annotators.ner.dl.{PretrainedNerDL, ReadsNERGraph, WithGraphResolver}
 import com.johnsnowlabs.nlp.annotators.parser.dep.PretrainedDependencyParserModel
@@ -16,7 +16,7 @@ import org.apache.spark.ml.util.DefaultParamsReadable
 package object annotator {
 
   type Tokenizer = com.johnsnowlabs.nlp.annotators.Tokenizer
-  object Tokenizer extends DefaultParamsReadable[Tokenizer]
+  object Tokenizer extends DefaultParamsReadable[Tokenizer] with PretrainedTokenizer
 
   type ChunkTokenizer = com.johnsnowlabs.nlp.annotators.ChunkTokenizer
   object ChunkTokenizer extends DefaultParamsReadable[ChunkTokenizer]

From b3cf97a6c552cb7be21faf9d8e2301e0e5e13975 Mon Sep 17 00:00:00 2001
From: Saif Addin <saif@johnsnowlabs.com>
Date: Fri, 28 Jun 2019 19:16:36 -0300
Subject: [PATCH 08/36] Python tokenizer pretrained

---
 python/sparknlp/annotator.py | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/python/sparknlp/annotator.py b/python/sparknlp/annotator.py
index 19de57f7291659..23266561cff2f2 100755
--- a/python/sparknlp/annotator.py
+++ b/python/sparknlp/annotator.py
@@ -182,6 +182,11 @@ def addSplitChars(self, value):
         split_chars.append(value)
         return self._set(splitChars=split_chars)
 
+    @staticmethod
+    def pretrained(name="token_rukes", lang="en", remote_loc=None):
+        from sparknlp.pretrained import ResourceDownloader
+        return ResourceDownloader.downloadModel(Tokenizer, name, lang, remote_loc)
+
 
 class ChunkTokenizer(Tokenizer):
     name = 'ChunkTokenizer'

From df4ed6f58868f4b757fa37a8fb876c4cc5087fa5 Mon Sep 17 00:00:00 2001
From: Saif Addin <saif@johnsnowlabs.com>
Date: Sat, 29 Jun 2019 17:21:45 -0300
Subject: [PATCH 09/36] Version bump

---
 CHANGELOG                                     |  2 +-
 README.md                                     | 28 +++++++++----------
 build.sbt                                     |  6 ++--
 docs/_layouts/landing.html                    | 10 +++----
 docs/en/install.md                            | 14 +++++-----
 docs/en/quickstart.md                         | 18 ++++++------
 python/setup.py                               |  2 +-
 python/sparknlp/__init__.py                   |  6 ++--
 .../scala/com/johnsnowlabs/nlp/SparkNLP.scala |  6 ++--
 .../scala/com/johnsnowlabs/util/Build.scala   |  2 +-
 10 files changed, 47 insertions(+), 47 deletions(-)

diff --git a/CHANGELOG b/CHANGELOG
index 58c2aa4b7adc72..4e7a1ab8f4ae3f 100644
--- a/CHANGELOG
+++ b/CHANGELOG
@@ -1,5 +1,5 @@
 ========
-2.1.0-rc1
+2.1.0-rc2
 ========
 ---------------
 Overview
diff --git a/README.md b/README.md
index fc934f39f6d349..4869799dcf5d42 100644
--- a/README.md
+++ b/README.md
@@ -40,7 +40,7 @@ Take a look at our official Spark NLP page: [http://nlp.johnsnowlabs.com/](http:
 
 ## Apache Spark Support
 
-Spark NLP *2.1.0-rc1* has been built on top of Apache Spark 2.4.3
+Spark NLP *2.1.0-rc2* has been built on top of Apache Spark 2.4.3
 
 Note that Spark is not retrocompatible with Spark 2.3.x, so models and environments might not work.
 
@@ -65,18 +65,18 @@ This library has been uploaded to the [spark-packages repository](https://spark-
 
 Benefit of spark-packages is that makes it available for both Scala-Java and Python
 
-To use the most recent version just add the `--packages JohnSnowLabs:spark-nlp:2.1.0-rc1` to you spark command
+To use the most recent version just add the `--packages JohnSnowLabs:spark-nlp:2.1.0-rc2` to you spark command
 
 ```sh
-spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc1
+spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc2
 ```
 
 ```sh
-pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc1
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc2
 ```
 
 ```sh
-spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc1
+spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc2
 ```
 
 This can also be used to create a SparkSession manually by using the `spark.jars.packages` option in both Python and Scala
@@ -144,7 +144,7 @@ Our package is deployed to maven central. In order to add this package as a depe
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp_2.11</artifactId>
-    <version>2.1.0-rc1</version>
+    <version>2.1.0-rc2</version>
 </dependency>
 ```
 
@@ -155,7 +155,7 @@ and
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-ocr_2.11</artifactId>
-    <version>2.1.0-rc1</version>
+    <version>2.1.0-rc2</version>
 </dependency>
 ```
 
@@ -163,14 +163,14 @@ and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.1.0-rc1"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.1.0-rc2"
 ```
 
 and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-ocr
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.1.0-rc1"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.1.0-rc2"
 ```
 
 Maven Central: [https://mvnrepository.com/artifact/com.johnsnowlabs.nlp](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp)
@@ -185,7 +185,7 @@ If you installed pyspark through pip/conda, you can install `spark-nlp` through
 
 Pip:
 ```bash
-pip install spark-nlp==2.1.0.rc1
+pip install spark-nlp==2.1.0.rc2
 ```
 Conda:
 ```bash
@@ -202,7 +202,7 @@ spark = SparkSession.builder \
     .master("local[4]")\
     .config("spark.driver.memory","4G")\
     .config("spark.driver.maxResultSize", "2G") \
-    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc1")\
+    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc2")\
     .config("spark.kryoserializer.buffer.max", "500m")\
     .getOrCreate()
 ```
@@ -216,7 +216,7 @@ Use either one of the following options
 * Add the following Maven Coordinates to the interpreter's library list
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0-rc1
+com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0-rc2
 ```
 
 * Add path to pre-built jar from [here](#pre-compiled-spark-nlp-and-spark-nlp-ocr) in the interpreter's library list making sure the jar is available to driver path
@@ -226,7 +226,7 @@ com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0-rc1
 Apart from previous step, install python module through pip
 
 ```bash
-pip install spark-nlp==2.1.0.rc1
+pip install spark-nlp==2.1.0.rc2
 ```
 
 Or you can install `spark-nlp` from inside Zeppelin by using Conda:
@@ -251,7 +251,7 @@ export PYSPARK_PYTHON=python3
 export PYSPARK_DRIVER_PYTHON=jupyter
 export PYSPARK_DRIVER_PYTHON_OPTS=notebook
 
-pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc1
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc2
 ```
 
 Alternatively, you can mix in using `--jars` option for pyspark + `pip install spark-nlp`
diff --git a/build.sbt b/build.sbt
index 3435500bcd251c..b86a0cd3fdb8c5 100644
--- a/build.sbt
+++ b/build.sbt
@@ -16,7 +16,7 @@ if(is_gpu.equals("false")){
 
 organization:= "com.johnsnowlabs.nlp"
 
-version := "2.1.0-rc1"
+version := "2.1.0-rc2"
 
 scalaVersion in ThisBuild := scalaVer
 
@@ -199,7 +199,7 @@ assemblyMergeStrategy in assembly := {
 lazy val evaluation = (project in file("eval"))
   .settings(
     name := "spark-nlp-eval",
-    version := "2.1.0-rc1",
+    version := "2.1.0-rc2",
 
     assemblyMergeStrategy in assembly := evalMergeRules,
 
@@ -241,7 +241,7 @@ lazy val evaluation = (project in file("eval"))
 lazy val ocr = (project in file("ocr"))
   .settings(
     name := "spark-nlp-ocr",
-    version := "2.1.0-rc1",
+    version := "2.1.0-rc2",
 
     test in assembly := {},
 
diff --git a/docs/_layouts/landing.html b/docs/_layouts/landing.html
index 871bf4bd030b79..2325a81660857e 100755
--- a/docs/_layouts/landing.html
+++ b/docs/_layouts/landing.html
@@ -49,22 +49,22 @@ <h1>{{ _section.title }}</h1>
           <div class="cell cell--12 cell--lg-12" style="text-align: left; background-color: #2d2d2d; padding: 10px">
             {% highlight bash %}
 # Install Spark NLP from PyPI
-$ pip install spark-nlp==2.1.0.rc1
+$ pip install spark-nlp==2.1.0.rc2
 
 # Install Spark NLP from Anacodna/Conda
 $ conda install -c johnsnowlabs spark-nlp
 
 # Load Spark NLP with Spark Shell
-$ spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc1
+$ spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc2
 
 # Load Spark NLP with PySpark
-$ pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc1
+$ pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc2
 
 # Load Spark NLP with Spark Submit
-$ spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc1
+$ spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc2
 
 # Load Spark NLP as external JAR after comiling and bulding Spark NLP by `sbt assembly`
-$ spark-shell --jar spark-nlp-assembly-2.1.0-rc1
+$ spark-shell --jar spark-nlp-assembly-2.1.0-rc2
             {% endhighlight %}
           </div>
         </div>
diff --git a/docs/en/install.md b/docs/en/install.md
index 4f7e81fb1a5b92..9a92257d514ed0 100644
--- a/docs/en/install.md
+++ b/docs/en/install.md
@@ -13,7 +13,7 @@ modify_date: "2019-05-16"
 If you installed pyspark through pip, you can install `spark-nlp` through pip as well.
 
 ```bash
-pip install spark-nlp==2.1.0.rc1
+pip install spark-nlp==2.1.0.rc2
 ```
 
 PyPI [spark-nlp package](https://pypi.org/project/spark-nlp/)
@@ -36,7 +36,7 @@ spark = SparkSession.builder \
     .master("local[*]")\
     .config("spark.driver.memory","8G")\
     .config("spark.driver.maxResultSize", "2G") \
-    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc1")\
+    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc2")\
     .config("spark.kryoserializer.buffer.max", "500m")\
     .getOrCreate()
 ```
@@ -97,7 +97,7 @@ Our package is deployed to maven central. In order to add this package as a depe
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp_2.11</artifactId>
-    <version>2.1.0-rc1</version>
+    <version>2.1.0-rc2</version>
 </dependency>
 ```
 
@@ -108,7 +108,7 @@ and
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-ocr_2.11</artifactId>
-    <version>2.1.0-rc1</version>
+    <version>2.1.0-rc2</version>
 </dependency>
 ```
 
@@ -116,14 +116,14 @@ and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.1.0-rc1"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.1.0-rc2"
 ```
 
 and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-ocr
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.1.0-rc1"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.1.0-rc2"
 ```
 
 Maven Central: [https://mvnrepository.com/artifact/com.johnsnowlabs.nlp](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp)
@@ -151,7 +151,7 @@ Note: You can import these notebooks by using their URLs.
 4- From the Source drop-down menu, select **Maven Coordinate:**
 ![Databricks](https://databricks.com/wp-content/uploads/2015/07/select-maven-1024x711.png)
 
-5- Now, all available **Spark Packages** are at your fingertips! Just search for **JohnSnowLabs:spark-nlp:version** where **version** stands for the library version such as: `1.8.4` or `2.1.0-rc1`
+5- Now, all available **Spark Packages** are at your fingertips! Just search for **JohnSnowLabs:spark-nlp:version** where **version** stands for the library version such as: `1.8.4` or `2.1.0-rc2`
 ![Databricks](https://databricks.com/wp-content/uploads/2015/07/browser-1024x548.png)
 
 6- Select **spark-nlp** package and we are good to go!
diff --git a/docs/en/quickstart.md b/docs/en/quickstart.md
index fcf94345c77beb..74b83343da41d5 100644
--- a/docs/en/quickstart.md
+++ b/docs/en/quickstart.md
@@ -29,9 +29,9 @@ Spark NLP is built on top of **Apache Spark 2.4.0** and such is the **only** sup
 To start using the library, execute any of the following lines depending on your desired use case:
 
 ```bash
-spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc1
-pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc1
-spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc1
+spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc2
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc2
+spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc2
 ```
 
 ### **Straight forward Python on jupyter notebook**
@@ -39,7 +39,7 @@ spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc1
 Use pip to install (after you pip installed numpy and pyspark)
 
 ```bash
-pip install spark-nlp==2.1.0.rc1
+pip install spark-nlp==2.1.0.rc2
 jupyter notebook
 ```
 
@@ -60,7 +60,7 @@ spark = SparkSession.builder \
     .appName('OCR Eval') \
     .config("spark.driver.memory", "6g") \
     .config("spark.executor.memory", "6g") \
-    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc1") \
+    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc2") \
     .getOrCreate()
 ```
 
@@ -69,13 +69,13 @@ spark = SparkSession.builder \
 Add the following maven coordinates in the dependency configuration page:
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0-rc1
+com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0-rc2
 ```
 
 For Python in **Apache Zeppelin** you may need to setup _**SPARK_SUBMIT_OPTIONS**_ utilizing --packages instruction shown above like this
 
 ```bash
-export SPARK_SUBMIT_OPTIONS="--packages JohnSnowLabs:spark-nlp:2.1.0-rc1"
+export SPARK_SUBMIT_OPTIONS="--packages JohnSnowLabs:spark-nlp:2.1.0-rc2"
 ```
 
 ### **Python Jupyter Notebook with PySpark**
@@ -85,7 +85,7 @@ export SPARK_HOME=/path/to/your/spark/folder
 export PYSPARK_DRIVER_PYTHON=jupyter
 export PYSPARK_DRIVER_PYTHON_OPTS=notebook
 
-pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc1
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc2
 ```
 
 ### S3 based standalone cluster (No Hadoop)
@@ -297,7 +297,7 @@ lightPipeline.annotate("Hello world, please annotate my text")
 Spark NLP OCR Module is not included within Spark NLP. It is not an annotator and not an extension to Spark ML. You can include it with the following coordinates for Maven:
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc1
+com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc2
 ```
 
 ### Creating Spark datasets from PDF (To be used with Spark NLP)
diff --git a/python/setup.py b/python/setup.py
index ec4791d6d4771e..212b163a0f0ab2 100644
--- a/python/setup.py
+++ b/python/setup.py
@@ -40,7 +40,7 @@
     # For a discussion on single-sourcing the version across setup.py and the
     # project code, see
     # https://packaging.python.org/en/latest/single_source_version.html
-    version='2.1.0.rc1',  # Required
+    version='2.1.0.rc2',  # Required
 
     # This is a one-line description or tagline of what your project does. This
     # corresponds to the "Summary" metadata field:
diff --git a/python/sparknlp/__init__.py b/python/sparknlp/__init__.py
index e797bf4ed3c9ea..52d59e5e3ffaf2 100644
--- a/python/sparknlp/__init__.py
+++ b/python/sparknlp/__init__.py
@@ -40,14 +40,14 @@ def start(include_ocr=False):
 
     if include_ocr:
         builder \
-            .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc1,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc1,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3") \
+            .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc2,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc2,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3") \
             .config("spark.jars.repositories", "http://repo.spring.io/plugins-release")
 
     else:
-        builder.config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc1") \
+        builder.config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc2") \
 
     return builder.getOrCreate()
 
 
 def version():
-    print('2.1.0-rc1')
+    print('2.1.0-rc2')
diff --git a/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala b/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
index 5d84d4336b17c0..da88cd63a051e0 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
@@ -13,18 +13,18 @@ object SparkNLP {
 
     if (includeOcr) {
       build
-        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc1,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc1,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3")
+        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc2,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc2,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3")
         .config("spark.jars.repositories", "http://repo.spring.io/plugins-release")
     } else {
       build
-        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc1")
+        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc2")
     }
 
     build.getOrCreate()
   }
 
   def version(): Unit = {
-    println("2.1.0-rc1")
+    println("2.1.0-rc2")
   }
 
 }
diff --git a/src/main/scala/com/johnsnowlabs/util/Build.scala b/src/main/scala/com/johnsnowlabs/util/Build.scala
index cd00c4cab92735..0f452a58247f55 100644
--- a/src/main/scala/com/johnsnowlabs/util/Build.scala
+++ b/src/main/scala/com/johnsnowlabs/util/Build.scala
@@ -11,6 +11,6 @@ object Build {
     if (version != null && version.nonEmpty)
       version
     else
-      "2.1.0-rc1"
+      "2.1.0-rc2"
   }
 }
\ No newline at end of file

From bff13d7df26f484333014d7633244b2db1c67631 Mon Sep 17 00:00:00 2001
From: Saif Addin <saif@johnsnowlabs.com>
Date: Sat, 29 Jun 2019 19:07:32 -0300
Subject: [PATCH 10/36] parse version handle release candidates properly

---
 src/main/scala/com/johnsnowlabs/util/Version.scala | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/main/scala/com/johnsnowlabs/util/Version.scala b/src/main/scala/com/johnsnowlabs/util/Version.scala
index 0aeb3fdf9b6fc5..dcdb479d4f8fb2 100644
--- a/src/main/scala/com/johnsnowlabs/util/Version.scala
+++ b/src/main/scala/com/johnsnowlabs/util/Version.scala
@@ -17,7 +17,7 @@ object Version {
   def isInteger(str: String) = str.nonEmpty && str.forall(c => Character.isDigit(c))
 
   def parse(str: String): Version = {
-    val parts = str.split('.')
+    val parts = str.replaceAll("-rc\\d", "").split('.')
       .takeWhile(p => isInteger(p))
       .map(p => p.toInt)
       .toList

From 9b31f90c688c51e132055006b9126cc331f701fc Mon Sep 17 00:00:00 2001
From: Saif Addin <saif@johnsnowlabs.com>
Date: Sun, 30 Jun 2019 17:24:25 -0300
Subject: [PATCH 11/36] Only load embeddings if included. Fix embeddings
 reference python pathing

---
 python/sparknlp/embeddings.py                 |  2 ++
 .../nlp/embeddings/WordEmbeddingsModel.scala  | 22 ++++++++++---------
 2 files changed, 14 insertions(+), 10 deletions(-)

diff --git a/python/sparknlp/embeddings.py b/python/sparknlp/embeddings.py
index 04f8816c95d827..751bea4c101ccd 100644
--- a/python/sparknlp/embeddings.py
+++ b/python/sparknlp/embeddings.py
@@ -7,6 +7,8 @@
 from pyspark.ml.param import Params
 from pyspark import keyword_only
 
+from sparknlp.annotator import WordEmbeddings, WordEmbeddingsModel
+
 
 class Embeddings:
     def __init__(self, embeddings):
diff --git a/src/main/scala/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsModel.scala b/src/main/scala/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsModel.scala
index 1b88ed3a84cf6f..e7132afed1ce53 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsModel.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsModel.scala
@@ -25,16 +25,18 @@ class WordEmbeddingsModel(override val uid: String)
     Path.mergePaths(new Path(path), new Path("/embeddings"))
 
   private[embeddings] def deserializeEmbeddings(path: String, spark: SparkSession): Unit = {
-    val src = getEmbeddingsSerializedPath(path)
-
-    EmbeddingsHelper.load(
-      src.toUri.toString,
-      spark,
-      WordEmbeddingsFormat.SPARKNLP.toString,
-      $(dimension),
-      $(caseSensitive),
-      $(embeddingsRef)
-    )
+    if ($(includeEmbeddings)) {
+      val src = getEmbeddingsSerializedPath(path)
+
+      EmbeddingsHelper.load(
+        src.toUri.toString,
+        spark,
+        WordEmbeddingsFormat.SPARKNLP.toString,
+        $(dimension),
+        $(caseSensitive),
+        $(embeddingsRef)
+      )
+    }
   }
 
   private[embeddings] def serializeEmbeddings(path: String, spark: SparkSession): Unit = {

From 9948f7af3eb266585b925e5de3e23f8659996c77 Mon Sep 17 00:00:00 2001
From: Saif Addin <saif@johnsnowlabs.com>
Date: Sun, 30 Jun 2019 17:31:28 -0300
Subject: [PATCH 12/36] Version bump

---
 CHANGELOG                                     |  2 +-
 README.md                                     | 28 +++++++++----------
 build.sbt                                     |  6 ++--
 docs/_layouts/landing.html                    | 10 +++----
 docs/en/install.md                            | 14 +++++-----
 docs/en/quickstart.md                         | 18 ++++++------
 python/setup.py                               |  2 +-
 python/sparknlp/__init__.py                   |  6 ++--
 .../scala/com/johnsnowlabs/nlp/SparkNLP.scala |  6 ++--
 .../scala/com/johnsnowlabs/util/Build.scala   |  2 +-
 10 files changed, 47 insertions(+), 47 deletions(-)

diff --git a/CHANGELOG b/CHANGELOG
index 4e7a1ab8f4ae3f..1042df0af6094e 100644
--- a/CHANGELOG
+++ b/CHANGELOG
@@ -1,5 +1,5 @@
 ========
-2.1.0-rc2
+2.1.0-rc3
 ========
 ---------------
 Overview
diff --git a/README.md b/README.md
index 4869799dcf5d42..aa8841e1b0d503 100644
--- a/README.md
+++ b/README.md
@@ -40,7 +40,7 @@ Take a look at our official Spark NLP page: [http://nlp.johnsnowlabs.com/](http:
 
 ## Apache Spark Support
 
-Spark NLP *2.1.0-rc2* has been built on top of Apache Spark 2.4.3
+Spark NLP *2.1.0-rc3* has been built on top of Apache Spark 2.4.3
 
 Note that Spark is not retrocompatible with Spark 2.3.x, so models and environments might not work.
 
@@ -65,18 +65,18 @@ This library has been uploaded to the [spark-packages repository](https://spark-
 
 Benefit of spark-packages is that makes it available for both Scala-Java and Python
 
-To use the most recent version just add the `--packages JohnSnowLabs:spark-nlp:2.1.0-rc2` to you spark command
+To use the most recent version just add the `--packages JohnSnowLabs:spark-nlp:2.1.0-rc3` to you spark command
 
 ```sh
-spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc2
+spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc3
 ```
 
 ```sh
-pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc2
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc3
 ```
 
 ```sh
-spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc2
+spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc3
 ```
 
 This can also be used to create a SparkSession manually by using the `spark.jars.packages` option in both Python and Scala
@@ -144,7 +144,7 @@ Our package is deployed to maven central. In order to add this package as a depe
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp_2.11</artifactId>
-    <version>2.1.0-rc2</version>
+    <version>2.1.0-rc3</version>
 </dependency>
 ```
 
@@ -155,7 +155,7 @@ and
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-ocr_2.11</artifactId>
-    <version>2.1.0-rc2</version>
+    <version>2.1.0-rc3</version>
 </dependency>
 ```
 
@@ -163,14 +163,14 @@ and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.1.0-rc2"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.1.0-rc3"
 ```
 
 and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-ocr
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.1.0-rc2"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.1.0-rc3"
 ```
 
 Maven Central: [https://mvnrepository.com/artifact/com.johnsnowlabs.nlp](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp)
@@ -185,7 +185,7 @@ If you installed pyspark through pip/conda, you can install `spark-nlp` through
 
 Pip:
 ```bash
-pip install spark-nlp==2.1.0.rc2
+pip install spark-nlp==2.1.0.rc3
 ```
 Conda:
 ```bash
@@ -202,7 +202,7 @@ spark = SparkSession.builder \
     .master("local[4]")\
     .config("spark.driver.memory","4G")\
     .config("spark.driver.maxResultSize", "2G") \
-    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc2")\
+    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc3")\
     .config("spark.kryoserializer.buffer.max", "500m")\
     .getOrCreate()
 ```
@@ -216,7 +216,7 @@ Use either one of the following options
 * Add the following Maven Coordinates to the interpreter's library list
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0-rc2
+com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0-rc3
 ```
 
 * Add path to pre-built jar from [here](#pre-compiled-spark-nlp-and-spark-nlp-ocr) in the interpreter's library list making sure the jar is available to driver path
@@ -226,7 +226,7 @@ com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0-rc2
 Apart from previous step, install python module through pip
 
 ```bash
-pip install spark-nlp==2.1.0.rc2
+pip install spark-nlp==2.1.0.rc3
 ```
 
 Or you can install `spark-nlp` from inside Zeppelin by using Conda:
@@ -251,7 +251,7 @@ export PYSPARK_PYTHON=python3
 export PYSPARK_DRIVER_PYTHON=jupyter
 export PYSPARK_DRIVER_PYTHON_OPTS=notebook
 
-pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc2
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc3
 ```
 
 Alternatively, you can mix in using `--jars` option for pyspark + `pip install spark-nlp`
diff --git a/build.sbt b/build.sbt
index b86a0cd3fdb8c5..ea9e40ec2122b2 100644
--- a/build.sbt
+++ b/build.sbt
@@ -16,7 +16,7 @@ if(is_gpu.equals("false")){
 
 organization:= "com.johnsnowlabs.nlp"
 
-version := "2.1.0-rc2"
+version := "2.1.0-rc3"
 
 scalaVersion in ThisBuild := scalaVer
 
@@ -199,7 +199,7 @@ assemblyMergeStrategy in assembly := {
 lazy val evaluation = (project in file("eval"))
   .settings(
     name := "spark-nlp-eval",
-    version := "2.1.0-rc2",
+    version := "2.1.0-rc3",
 
     assemblyMergeStrategy in assembly := evalMergeRules,
 
@@ -241,7 +241,7 @@ lazy val evaluation = (project in file("eval"))
 lazy val ocr = (project in file("ocr"))
   .settings(
     name := "spark-nlp-ocr",
-    version := "2.1.0-rc2",
+    version := "2.1.0-rc3",
 
     test in assembly := {},
 
diff --git a/docs/_layouts/landing.html b/docs/_layouts/landing.html
index 2325a81660857e..2e0f7e5c212201 100755
--- a/docs/_layouts/landing.html
+++ b/docs/_layouts/landing.html
@@ -49,22 +49,22 @@ <h1>{{ _section.title }}</h1>
           <div class="cell cell--12 cell--lg-12" style="text-align: left; background-color: #2d2d2d; padding: 10px">
             {% highlight bash %}
 # Install Spark NLP from PyPI
-$ pip install spark-nlp==2.1.0.rc2
+$ pip install spark-nlp==2.1.0.rc3
 
 # Install Spark NLP from Anacodna/Conda
 $ conda install -c johnsnowlabs spark-nlp
 
 # Load Spark NLP with Spark Shell
-$ spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc2
+$ spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc3
 
 # Load Spark NLP with PySpark
-$ pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc2
+$ pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc3
 
 # Load Spark NLP with Spark Submit
-$ spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc2
+$ spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc3
 
 # Load Spark NLP as external JAR after comiling and bulding Spark NLP by `sbt assembly`
-$ spark-shell --jar spark-nlp-assembly-2.1.0-rc2
+$ spark-shell --jar spark-nlp-assembly-2.1.0-rc3
             {% endhighlight %}
           </div>
         </div>
diff --git a/docs/en/install.md b/docs/en/install.md
index 9a92257d514ed0..524f28c18dce7a 100644
--- a/docs/en/install.md
+++ b/docs/en/install.md
@@ -13,7 +13,7 @@ modify_date: "2019-05-16"
 If you installed pyspark through pip, you can install `spark-nlp` through pip as well.
 
 ```bash
-pip install spark-nlp==2.1.0.rc2
+pip install spark-nlp==2.1.0.rc3
 ```
 
 PyPI [spark-nlp package](https://pypi.org/project/spark-nlp/)
@@ -36,7 +36,7 @@ spark = SparkSession.builder \
     .master("local[*]")\
     .config("spark.driver.memory","8G")\
     .config("spark.driver.maxResultSize", "2G") \
-    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc2")\
+    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc3")\
     .config("spark.kryoserializer.buffer.max", "500m")\
     .getOrCreate()
 ```
@@ -97,7 +97,7 @@ Our package is deployed to maven central. In order to add this package as a depe
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp_2.11</artifactId>
-    <version>2.1.0-rc2</version>
+    <version>2.1.0-rc3</version>
 </dependency>
 ```
 
@@ -108,7 +108,7 @@ and
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-ocr_2.11</artifactId>
-    <version>2.1.0-rc2</version>
+    <version>2.1.0-rc3</version>
 </dependency>
 ```
 
@@ -116,14 +116,14 @@ and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.1.0-rc2"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.1.0-rc3"
 ```
 
 and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-ocr
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.1.0-rc2"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.1.0-rc3"
 ```
 
 Maven Central: [https://mvnrepository.com/artifact/com.johnsnowlabs.nlp](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp)
@@ -151,7 +151,7 @@ Note: You can import these notebooks by using their URLs.
 4- From the Source drop-down menu, select **Maven Coordinate:**
 ![Databricks](https://databricks.com/wp-content/uploads/2015/07/select-maven-1024x711.png)
 
-5- Now, all available **Spark Packages** are at your fingertips! Just search for **JohnSnowLabs:spark-nlp:version** where **version** stands for the library version such as: `1.8.4` or `2.1.0-rc2`
+5- Now, all available **Spark Packages** are at your fingertips! Just search for **JohnSnowLabs:spark-nlp:version** where **version** stands for the library version such as: `1.8.4` or `2.1.0-rc3`
 ![Databricks](https://databricks.com/wp-content/uploads/2015/07/browser-1024x548.png)
 
 6- Select **spark-nlp** package and we are good to go!
diff --git a/docs/en/quickstart.md b/docs/en/quickstart.md
index 74b83343da41d5..d3d18e2874ed52 100644
--- a/docs/en/quickstart.md
+++ b/docs/en/quickstart.md
@@ -29,9 +29,9 @@ Spark NLP is built on top of **Apache Spark 2.4.0** and such is the **only** sup
 To start using the library, execute any of the following lines depending on your desired use case:
 
 ```bash
-spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc2
-pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc2
-spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc2
+spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc3
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc3
+spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc3
 ```
 
 ### **Straight forward Python on jupyter notebook**
@@ -39,7 +39,7 @@ spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc2
 Use pip to install (after you pip installed numpy and pyspark)
 
 ```bash
-pip install spark-nlp==2.1.0.rc2
+pip install spark-nlp==2.1.0.rc3
 jupyter notebook
 ```
 
@@ -60,7 +60,7 @@ spark = SparkSession.builder \
     .appName('OCR Eval') \
     .config("spark.driver.memory", "6g") \
     .config("spark.executor.memory", "6g") \
-    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc2") \
+    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc3") \
     .getOrCreate()
 ```
 
@@ -69,13 +69,13 @@ spark = SparkSession.builder \
 Add the following maven coordinates in the dependency configuration page:
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0-rc2
+com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0-rc3
 ```
 
 For Python in **Apache Zeppelin** you may need to setup _**SPARK_SUBMIT_OPTIONS**_ utilizing --packages instruction shown above like this
 
 ```bash
-export SPARK_SUBMIT_OPTIONS="--packages JohnSnowLabs:spark-nlp:2.1.0-rc2"
+export SPARK_SUBMIT_OPTIONS="--packages JohnSnowLabs:spark-nlp:2.1.0-rc3"
 ```
 
 ### **Python Jupyter Notebook with PySpark**
@@ -85,7 +85,7 @@ export SPARK_HOME=/path/to/your/spark/folder
 export PYSPARK_DRIVER_PYTHON=jupyter
 export PYSPARK_DRIVER_PYTHON_OPTS=notebook
 
-pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc2
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc3
 ```
 
 ### S3 based standalone cluster (No Hadoop)
@@ -297,7 +297,7 @@ lightPipeline.annotate("Hello world, please annotate my text")
 Spark NLP OCR Module is not included within Spark NLP. It is not an annotator and not an extension to Spark ML. You can include it with the following coordinates for Maven:
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc2
+com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc3
 ```
 
 ### Creating Spark datasets from PDF (To be used with Spark NLP)
diff --git a/python/setup.py b/python/setup.py
index 212b163a0f0ab2..0c96b22f683531 100644
--- a/python/setup.py
+++ b/python/setup.py
@@ -40,7 +40,7 @@
     # For a discussion on single-sourcing the version across setup.py and the
     # project code, see
     # https://packaging.python.org/en/latest/single_source_version.html
-    version='2.1.0.rc2',  # Required
+    version='2.1.0.rc3',  # Required
 
     # This is a one-line description or tagline of what your project does. This
     # corresponds to the "Summary" metadata field:
diff --git a/python/sparknlp/__init__.py b/python/sparknlp/__init__.py
index 52d59e5e3ffaf2..f01c7c7fa7f4f2 100644
--- a/python/sparknlp/__init__.py
+++ b/python/sparknlp/__init__.py
@@ -40,14 +40,14 @@ def start(include_ocr=False):
 
     if include_ocr:
         builder \
-            .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc2,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc2,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3") \
+            .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc3,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc3,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3") \
             .config("spark.jars.repositories", "http://repo.spring.io/plugins-release")
 
     else:
-        builder.config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc2") \
+        builder.config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc3") \
 
     return builder.getOrCreate()
 
 
 def version():
-    print('2.1.0-rc2')
+    print('2.1.0-rc3')
diff --git a/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala b/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
index da88cd63a051e0..8134f2aebb8410 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
@@ -13,18 +13,18 @@ object SparkNLP {
 
     if (includeOcr) {
       build
-        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc2,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc2,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3")
+        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc3,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc3,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3")
         .config("spark.jars.repositories", "http://repo.spring.io/plugins-release")
     } else {
       build
-        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc2")
+        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc3")
     }
 
     build.getOrCreate()
   }
 
   def version(): Unit = {
-    println("2.1.0-rc2")
+    println("2.1.0-rc3")
   }
 
 }
diff --git a/src/main/scala/com/johnsnowlabs/util/Build.scala b/src/main/scala/com/johnsnowlabs/util/Build.scala
index 0f452a58247f55..1433c295c7e388 100644
--- a/src/main/scala/com/johnsnowlabs/util/Build.scala
+++ b/src/main/scala/com/johnsnowlabs/util/Build.scala
@@ -11,6 +11,6 @@ object Build {
     if (version != null && version.nonEmpty)
       version
     else
-      "2.1.0-rc2"
+      "2.1.0-rc3"
   }
 }
\ No newline at end of file

From 39a3c8daa04f0f35951d8f5e372ee58d9ec1f497 Mon Sep 17 00:00:00 2001
From: danilojsl <danilo@johnsnowlabs.com>
Date: Wed, 3 Jul 2019 22:53:04 -0500
Subject: [PATCH 13/36] Refactor Norvig Spell Evaluation Adds Logging Data to
 manage log for evaluation of annotators

---
 build.sbt                                     |   5 +-
 .../nlp/eval/NorvigSpellEvaluation.scala      | 145 ++++++++++--------
 .../nlp/eval/util/LoggingData.scala           | 110 +++++++++++++
 .../nlp/eval/NorvigSpellEvalTestSpec.scala    |  23 +++
 src/main/resources/log4j.properties           |   2 +-
 .../spell/norvig/NorvigSweetingParams.scala   |  10 ++
 .../symmetric/SymmetricDeleteModel.scala      |   2 +-
 .../symmetric/SymmetricDeleteParams.scala     |   4 +-
 8 files changed, 234 insertions(+), 67 deletions(-)
 create mode 100644 eval/src/main/scala/com/johnsnowlabs/nlp/eval/util/LoggingData.scala
 create mode 100644 eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala

diff --git a/build.sbt b/build.sbt
index ea9e40ec2122b2..17fbd9b0a3b9cb 100644
--- a/build.sbt
+++ b/build.sbt
@@ -203,9 +203,10 @@ lazy val evaluation = (project in file("eval"))
 
     assemblyMergeStrategy in assembly := evalMergeRules,
 
-    libraryDependencies ++= Seq( 
+    libraryDependencies ++= testDependencies ++ Seq(
       "org.apache.spark" %% "spark-core" % sparkVer,
-      "org.apache.spark" %% "spark-mllib" % sparkVer
+      "org.apache.spark" %% "spark-mllib" % sparkVer,
+      "org.mlflow" % "mlflow-client" % "1.0.0"
     ),
 
     test in assembly := {},
diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala
index f003f355b210e2..38fca8e9efbfb8 100644
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala
+++ b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala
@@ -1,74 +1,54 @@
 package com.johnsnowlabs.nlp.eval
 
 import scala.collection.mutable
-
 import com.johnsnowlabs.nlp.base._
 import com.johnsnowlabs.nlp.annotator._
-
 import com.johnsnowlabs.nlp.annotators._
+import com.johnsnowlabs.nlp.eval.util.LoggingData
 import com.johnsnowlabs.util.{Benchmark, PipelineModels}
-
 import org.apache.spark.ml.{Pipeline, PipelineModel}
 import org.apache.spark.sql.{Dataset, SparkSession}
 import org.apache.spark.sql.functions._
 
 object NorvigSpellEvaluation extends App {
 
-  private val spark = SparkSession.builder()
-    .appName("benchmark")
-    .master("local[1]")
-    .config("spark.driver.memory", "8G")
-    .config("spark.kryoserializer.buffer.max", "200M")
-    .config("spark.serializer", "org.apache.spark.serializer.KryoSerializer")
-    .getOrCreate()
-
-  import spark.implicits._
-
-  private val trainingDataSet = getDataSetFromFile("src/main/resources/spell/coca2017.txt")
-
-  private val documentAssembler = new DocumentAssembler()
-    .setInputCol("text")
-    .setOutputCol("document")
-
-  private val tokenizer = new Tokenizer()
-    .setInputCols(Array("document"))
-    .setOutputCol("token")
-
-  private val spell = new NorvigSweetingApproach()
-    .setInputCols(Array("token"))
-    .setOutputCol("spell")
-    .setDictionary("src/main/resources/spell/words.txt")
-
-  private val finisher = new Finisher()
-    .setInputCols("spell")
-    .setOutputCols("prediction")
-
-  private val spellCheckerPipeline = new Pipeline()
-    .setStages(Array(
-      documentAssembler,
-      tokenizer,
-      spell,
-      finisher
-    ))
-
-  val testDataSet = getDataSetFromFile("./misspell.txt")
-  var spellCheckerModel: PipelineModel = _
-  Benchmark.measure("[Norvig Spell Checker] Time to train") {
-    spellCheckerModel = spellCheckerPipeline.fit(trainingDataSet)
+  var loggingData: LoggingData = _
+
+  def apply(trainFile: String, spell: NorvigSweetingApproach, testFile: String, groundTruthFile: String): Unit = {
+    loggingData = new LoggingData("LOCAL", this.getClass.getSimpleName)
+    loggingData.logNorvigParams(spell)
+    computeAccuracy(trainFile, spell, testFile, groundTruthFile)
+    loggingData.closeLog()
   }
-  println("Prediction DataSet")
-  val predictionDataSet = spellCheckerModel.transform(testDataSet).select("prediction")
-  Benchmark.measure("[Norvig Spell Checker] Time to show") {
-    predictionDataSet.show()
+
+  private def computeAccuracy(trainFile: String, spell: NorvigSweetingApproach,
+                              testFile: String, groundTruthFile: String): Unit = {
+    val spellCheckerModel = trainSpellChecker(trainFile, spell)
+    val predictionDataSet = correctMisspells(spellCheckerModel, testFile)
+    evaluateSpellChecker(groundTruthFile, predictionDataSet)
   }
-  val groundTruthDataSet = getGroundTruthDataSet("./ground_truth.txt")
 
-  println("Evaluation DataSet")
-  val evaluationDataSet = getEvaluationDataSet(predictionDataSet, groundTruthDataSet)
-  evaluationDataSet.show(5, false)
-  evaluationDataSet.select(avg(col("accuracy"))).show()
+  private def trainSpellChecker(trainFile: String, spell: NorvigSweetingApproach): PipelineModel = {
+    val trainingDataSet = getDataSetFromFile(trainFile)
+    var spellCheckerModel: PipelineModel = null
+    val spellCheckerPipeline = getSpellCheckerPipeline(spell)
+    Benchmark.measure("[Norvig Spell Checker] Time to train") {
+      spellCheckerModel = spellCheckerPipeline.fit(trainingDataSet)
+    }
+    spellCheckerModel
+  }
+
+  private def getDataSetFromFile(textFile: String): Dataset[_] = {
+
+    val spark = SparkSession.builder()
+      .appName("benchmark")
+      .master("local[1]")
+      .config("spark.kryoserializer.buffer.max", "200M")
+      .config("spark.serializer", "org.apache.spark.serializer.KryoSerializer")
+      .getOrCreate()
+
+    import spark.implicits._
 
-  def getDataSetFromFile(textFile: String): Dataset[_] = {
     if (textFile == "") {
       Seq("Simple data set").toDF.withColumnRenamed("value", "text")
     } else {
@@ -78,7 +58,50 @@ object NorvigSpellEvaluation extends App {
     }
   }
 
-  def getGroundTruthDataSet(textFile: String): Dataset[_] = {
+  private def getSpellCheckerPipeline(spell: NorvigSweetingApproach): Pipeline =  {
+
+    val documentAssembler = new DocumentAssembler()
+      .setInputCol("text")
+      .setOutputCol("document")
+
+    val tokenizer = new Tokenizer()
+      .setInputCols(Array("document"))
+      .setOutputCol("token")
+
+    val finisher = new Finisher()
+      .setInputCols("spell")
+      .setOutputCols("prediction")
+
+    new Pipeline()
+      .setStages(Array(
+        documentAssembler,
+        tokenizer,
+        spell,
+        finisher
+      ))
+  }
+
+  private def correctMisspells(spellCheckerModel: PipelineModel, testFile: String): Dataset[_] = {
+    println("Prediction DataSet")
+    val testDataSet = getDataSetFromFile(testFile)
+    val predictionDataSet = spellCheckerModel.transform(testDataSet).select("prediction")
+    Benchmark.measure("[Norvig Spell Checker] Time to show") {
+      predictionDataSet.show()
+    }
+    predictionDataSet
+  }
+
+  private def evaluateSpellChecker(groundTruthFile: String, predictionDataSet: Dataset[_]): Unit = {
+    println("Evaluation DataSet")
+    val groundTruthDataSet = getGroundTruthDataSet(groundTruthFile)
+    val evaluationDataSet = getEvaluationDataSet(predictionDataSet, groundTruthDataSet)
+    evaluationDataSet.show(5, false)
+    val accuracyDataSet = evaluationDataSet.select(avg(col("accuracy")))
+    val accuracy = accuracyDataSet.collect.flatMap(_.toSeq).headOption.getOrElse(-1).toString
+    loggingData.logMetric( "accuracy", accuracy.toDouble)
+  }
+
+  private def getGroundTruthDataSet(textFile: String): Dataset[_] = {
 
     val documentAssembler = new DocumentAssembler()
       .setInputCol("text")
@@ -107,21 +130,21 @@ object NorvigSpellEvaluation extends App {
 
   }
 
-  def getEvaluationDataSet(predictionDataSet: Dataset[_], groundTruthDataSet: Dataset[_]): Dataset[_] = {
+  private def getEvaluationDataSet(predictionDataSet: Dataset[_], groundTruthDataSet: Dataset[_]): Dataset[_] = {
     val evaluationDataSet = predictionDataSet.withColumn("id", monotonically_increasing_id())
       .join(groundTruthDataSet.withColumn("id", monotonically_increasing_id()), Seq("id"))
       .drop("id")
     evaluationDataSet.withColumn("accuracy",
-      getAccuracy(col("prediction"), col("ground_truth")))
+      getAccuracyByRow(col("prediction"), col("ground_truth")))
   }
 
-  private def getAccuracy = udf { (prediction: mutable.WrappedArray[String],
-                                   groundTruth: mutable.WrappedArray[String]) =>
-    val accuracy = computeAccuracy(prediction.toSet, groundTruth.toSet)
+  private def getAccuracyByRow = udf { (prediction: mutable.WrappedArray[String],
+                                        groundTruth: mutable.WrappedArray[String]) =>
+    val accuracy = computeAccuracyByRow(prediction.toSet, groundTruth.toSet)
     accuracy
   }
 
-  def computeAccuracy(prediction: Set[String], groundTruth: Set[String]): Float = {
+  private def computeAccuracyByRow(prediction: Set[String], groundTruth: Set[String]): Float = {
     val numberOfCorrectWords = prediction.intersect(groundTruth).size.toFloat
     val accuracy: Float = numberOfCorrectWords / groundTruth.size.toFloat
     accuracy
diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/util/LoggingData.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/util/LoggingData.scala
new file mode 100644
index 00000000000000..55141662b8d0e2
--- /dev/null
+++ b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/util/LoggingData.scala
@@ -0,0 +1,110 @@
+package com.johnsnowlabs.nlp.eval.util
+
+import com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach
+import com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach
+import org.mlflow.api.proto.Service.{RunInfo, RunStatus}
+import org.mlflow.tracking.MlflowClient
+import org.slf4j.LoggerFactory
+
+class LoggingData(sourceType: String, sourceName: String) {
+
+  private val logger = LoggerFactory.getLogger("LoggingData")
+
+  private val mlFlowClient = getMLFlowClient
+  private val runInfo = getRunInfo
+  private val runId: String = getRunId(runInfo)
+
+  setMLflowTags()
+
+  private def getMLFlowClient: Option[MlflowClient] = {
+    val trackingUri: Option[String] = sys.env.get("MLFLOW_TRACKING_URI")
+    if (trackingUri.isDefined) {
+      Some(new MlflowClient())
+    } else {
+      logger.warn("MlflowClient requires MLFLOW_TRACKING_URI is set")
+      None
+    }
+  }
+
+  private def getRunInfo: Option[RunInfo] = {
+    try {
+      Some(mlFlowClient.get.createRun())
+    } catch {
+      case e: Exception =>
+        logger.warn("MlflowClient is not running")
+        None
+    }
+  }
+
+  private def getRunId(runInfo: Option[RunInfo]): String = {
+    if (runInfo.isDefined) {
+      runInfo.get.getRunUuid
+    } else {
+      "console"
+    }
+  }
+
+  private def setMLflowTags(): Unit = {
+    if (runId != "console") {
+      mlFlowClient.get.setTag(runId, "mlflow.runName", "SparkNLP 2.0.8")
+      mlFlowClient.get.setTag(runId, "mlflow.source.type", sourceType)
+      mlFlowClient.get.setTag(runId, "mlflow.source.name", sourceName)
+    }
+  }
+
+  def logNorvigParams(spell: NorvigSweetingApproach): Unit = {
+    if (runId != "console") {
+      mlFlowClient.get.logParam(runId, "caseSensitive", spell.getCaseSensitive.toString)
+      mlFlowClient.get.logParam(runId, "doubleVariants", spell.getDoubleVariants.toString)
+      mlFlowClient.get.logParam(runId, "shortCircuit", spell.getShortCircuit.toString)
+      mlFlowClient.get.logParam(runId, "frequencyPriority", spell.getFrequencyPriority.toString)
+      mlFlowClient.get.logParam(runId, "wordSizeIgnore", spell.getWordSizeIgnore.toString)
+      mlFlowClient.get.logParam(runId, "dupsLimit", spell.getDupsLimit.toString)
+      mlFlowClient.get.logParam(runId, "reductLimit", spell.getReductLimit.toString)
+      mlFlowClient.get.logParam(runId, "intersections", spell.getIntersections.toString)
+      mlFlowClient.get.logParam(runId, "vowelSwapLimit", spell.getVowelSwapLimit.toString)
+    } else {
+      println(s"Parameters for $sourceName:")
+      println("caseSensitive: " + spell.getCaseSensitive.toString)
+      println("doubleVariants: " + spell.getDoubleVariants.toString)
+      println("shortCircuit: " + spell.getShortCircuit.toString)
+      println("frequencyPriority: " + spell.getFrequencyPriority.toString)
+      println("wordSizeIgnore: " + spell.getWordSizeIgnore.toString)
+      println("dupsLimit: " + spell.getDupsLimit.toString)
+      println("reductLimit: " + spell.getReductLimit.toString)
+      println("intersections: " + spell.getIntersections.toString)
+      println("vowelSwapLimit: " + spell.getVowelSwapLimit.toString)
+    }
+  }
+
+  def logSymSpellParams(spell: SymmetricDeleteApproach): Unit = {
+    if (runId != "console") {
+      mlFlowClient.get.logParam(runId, "maxEditDistance", spell.getMaxEditDistance.toString)
+      mlFlowClient.get.logParam(runId, "frequencyThreshold", spell.getFrequencyThreshold.toString)
+      mlFlowClient.get.logParam(runId, "deletesThreshold", spell.getDeletesThreshold.toString)
+      mlFlowClient.get.logParam(runId, "dupsLimit", spell.getDupsLimit.toString)
+    } else {
+      println(s"Parameters for $sourceName:")
+      println("maxEditDistance: " + spell.getMaxEditDistance.toString)
+      println("frequencyThreshold: " + spell.getFrequencyThreshold.toString)
+      println("deletesThreshold: " + spell.getDeletesThreshold.toString)
+      println("dupsLimit: " + spell.getDupsLimit.toString)
+    }
+  }
+
+  def logMetric(metric: String, value: Double): Unit = {
+    if (runId != "console") {
+      mlFlowClient.get.logMetric(runId, metric, value)
+    } else {
+      println(s"Accuracy Metrics for $sourceName:")
+      println(metric + ": " + value)
+    }
+  }
+
+  def closeLog(): Unit = {
+    if (runId != "console") {
+      mlFlowClient.get.setTerminated(runId, RunStatus.FINISHED, System.currentTimeMillis())
+    }
+  }
+
+}
diff --git a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala
new file mode 100644
index 00000000000000..217c330ee3d178
--- /dev/null
+++ b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala
@@ -0,0 +1,23 @@
+package com.johnsnowlabs.nlp.eval
+
+import com.johnsnowlabs.nlp.annotator.NorvigSweetingApproach
+import org.scalatest.FlatSpec
+
+class NorvigSpellEvalTestSpec extends FlatSpec {
+
+  "A Norvig Spell Evaluation" should "display accuracy results" in {
+
+    val trainFile = "./coca2017.txt"
+    val dictionaryFile = "src/test/resources/spell/words.txt"
+    val testFile = "./misspell.txt"
+    val groundTruthFile = "./ground_truth.txt"
+
+    val spell = new NorvigSweetingApproach()
+      .setInputCols(Array("token"))
+      .setOutputCol("spell")
+      .setDictionary(dictionaryFile)
+
+    NorvigSpellEvaluation(trainFile, spell, testFile, groundTruthFile)
+  }
+
+}
diff --git a/src/main/resources/log4j.properties b/src/main/resources/log4j.properties
index c8cd20f176f3da..ec1770a58a9fe7 100644
--- a/src/main/resources/log4j.properties
+++ b/src/main/resources/log4j.properties
@@ -1,4 +1,4 @@
-log4j.rootLogger=WARNING, STDOUT
+log4j.rootLogger=WARN, STDOUT
 log4j.appender.STDOUT=org.apache.log4j.ConsoleAppender
 log4j.appender.STDOUT.layout=org.apache.log4j.PatternLayout
 log4j.appender.STDOUT.layout.ConversionPattern=[%5p] %m%n
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.scala
index 426e0461bee2a2..be8b871ea9b735 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.scala
@@ -28,4 +28,14 @@ trait NorvigSweetingParams extends Params {
   def setIntersections(value: Int): this.type = set(intersections, value)
   def setVowelSwapLimit(value: Int): this.type = set(vowelSwapLimit, value)
 
+  def getCaseSensitive: Boolean = $(caseSensitive)
+  def getDoubleVariants: Boolean = $(doubleVariants)
+  def getShortCircuit: Boolean = $(shortCircuit)
+  def getFrequencyPriority: Boolean = $(frequencyPriority)
+  def getWordSizeIgnore: Int = $(wordSizeIgnore)
+  def getDupsLimit: Int = $(dupsLimit)
+  def getReductLimit: Int = $(reductLimit)
+  def getIntersections: Int = $(intersections)
+  def getVowelSwapLimit: Int = $(vowelSwapLimit)
+
 }
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel.scala
index bcebe7996ff1fe..ca6efdad9a4b04 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel.scala
@@ -175,7 +175,7 @@ class SymmetricDeleteModel(override val uid: String) extends AnnotatorModel[Symm
   def getSymmetricSuggestions(word: String): Option[SuggestedWord] = {
     val lowercaseWord = word.toLowerCase()
     val lowercaseWordLength = lowercaseWord.length
-    if ((lowercaseWordLength - this.getLongestWordLength) > $(maxEditDistance))
+    if (lowercaseWordLength - $(longestWordLength) > $(maxEditDistance))
       return None
 
     var minSuggestLen: Double = Double.PositiveInfinity
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.scala
index 90978fbb760858..a44f9f663d5e99 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.scala
@@ -26,9 +26,9 @@ trait SymmetricDeleteParams extends Params{
   def setMaxFrequency(value: Long): this.type = set(maxFrequency, value)
   def setMinFrequency(value: Long): this.type = set(minFrequency, value)
 
+  def getMaxEditDistance: Int = $(maxEditDistance)
   def getFrequencyThreshold: Int = $(frequencyThreshold)
   def getDeletesThreshold: Int = $(deletesThreshold)
-  def getLongestWordLength: Int = $(longestWordLength)
-
+  def getDupsLimit: Int = $(dupsLimit)
 
 }

From cfb6a2aee5d28eb67a3c08d539ba9f124e07557d Mon Sep 17 00:00:00 2001
From: danilojsl <danilo@johnsnowlabs.com>
Date: Thu, 4 Jul 2019 06:57:07 -0500
Subject: [PATCH 14/36] Refactor Symmetric Spell Evaluation Adds unit test for
 Symmetric Spell Evaluation

---
 .../nlp/eval/SymSpellEvaluation.scala         | 150 ++++++++++--------
 .../nlp/eval/NorvigSpellEvalTestSpec.scala    |   4 +-
 .../nlp/eval/SymSpellEvalTestSpec.scala       |  23 +++
 src/main/resources/log4j.properties           |  18 +--
 4 files changed, 121 insertions(+), 74 deletions(-)
 create mode 100644 eval/src/test/scala/com/johnsnowlabs/nlp/eval/SymSpellEvalTestSpec.scala

diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/SymSpellEvaluation.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/SymSpellEvaluation.scala
index 4167ef73d0d882..77092614f70995 100644
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/SymSpellEvaluation.scala
+++ b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/SymSpellEvaluation.scala
@@ -1,75 +1,56 @@
 package com.johnsnowlabs.nlp.eval
 
-import java.io.File
-import scala.collection.mutable
-
-import com.johnsnowlabs.nlp.base._
 import com.johnsnowlabs.nlp.annotator._
-
 import com.johnsnowlabs.nlp.annotators._
+import com.johnsnowlabs.nlp.base._
+import com.johnsnowlabs.nlp.eval.NorvigSpellEvaluation.loggingData
+import com.johnsnowlabs.nlp.eval.util.LoggingData
 import com.johnsnowlabs.util.{Benchmark, PipelineModels}
-
 import org.apache.spark.ml.{Pipeline, PipelineModel}
-import org.apache.spark.sql.{Dataset, SparkSession}
 import org.apache.spark.sql.functions._
+import org.apache.spark.sql.{Dataset, SparkSession}
+
+import scala.collection.mutable
 
 object SymSpellEvaluation extends App {
 
-  private val spark = SparkSession.builder()
-    .appName("benchmark")
-    .master("local[1]")
-    .config("spark.driver.memory", "8G")
-    .config("spark.kryoserializer.buffer.max", "200M")
-    .config("spark.serializer", "org.apache.spark.serializer.KryoSerializer")
-    .getOrCreate()
-
-  import spark.implicits._
-
-  private val trainingDataSet = getDataSetFromFile("src/main/resources/spell/coca2017.txt")
-
-  private val documentAssembler = new DocumentAssembler()
-    .setInputCol("text")
-    .setOutputCol("document")
-
-  private val tokenizer = new Tokenizer()
-    .setInputCols(Array("document"))
-    .setOutputCol("token")
-
-  private val spell = new SymmetricDeleteApproach()
-    .setInputCols(Array("token"))
-    .setOutputCol("spell")
-    .setDictionary("src/main/resources/spell/words.txt")
-
-  private val finisher = new Finisher()
-    .setInputCols("spell")
-    .setOutputCols("prediction")
-
-  private val spellCheckerPipeline = new Pipeline()
-    .setStages(Array(
-      documentAssembler,
-      tokenizer,
-      spell,
-      finisher
-    ))
-
-  val testDataSet = getDataSetFromFile("./misspell.txt")
-  var spellCheckerModel: PipelineModel = _
-  Benchmark.measure("[Symmetric Spell Checker] Time to train") {
-    spellCheckerModel = spellCheckerPipeline.fit(trainingDataSet)
+  var loggingData: LoggingData = _
+
+  def apply(trainFile: String, spell: SymmetricDeleteApproach, testFile: String, groundTruthFile: String): Unit = {
+    loggingData = new LoggingData("LOCAL", this.getClass.getSimpleName)
+    loggingData.logSymSpellParams(spell)
+    computeAccuracy(trainFile, spell, testFile, groundTruthFile)
+    loggingData.closeLog()
   }
-  println("Prediction DataSet")
-  val predictionDataSet = spellCheckerModel.transform(testDataSet).select("prediction")
-  Benchmark.measure("[Symmetric Spell Checker] Time to show") {
-    predictionDataSet.show()
+
+  private def computeAccuracy(trainFile: String, spell: SymmetricDeleteApproach,
+                              testFile: String, groundTruthFile: String): Unit = {
+    val spellCheckerModel = trainSpellChecker(trainFile, spell)
+    val predictionDataSet = correctMisspells(spellCheckerModel, testFile)
+    evaluateSpellChecker(groundTruthFile, predictionDataSet)
   }
-  val groundTruthDataSet = getGroundTruthDataSet("./ground_truth.txt")
 
-  println("Evaluation DataSet")
-  val evaluationDataSet = getEvaluationDataSet(predictionDataSet, groundTruthDataSet)
-  evaluationDataSet.show(5, false)
-  evaluationDataSet.select(avg(col("accuracy"))).show()
+  private def trainSpellChecker(trainFile: String, spell: SymmetricDeleteApproach): PipelineModel = {
+    val trainingDataSet = getDataSetFromFile(trainFile)
+    var spellCheckerModel: PipelineModel = null
+    val spellCheckerPipeline = getSpellCheckerPipeline(spell)
+    Benchmark.measure("[Symmetric Spell Checker] Time to train") {
+      spellCheckerModel = spellCheckerPipeline.fit(trainingDataSet)
+    }
+    spellCheckerModel
+  }
 
   def getDataSetFromFile(textFile: String): Dataset[_] = {
+
+    val spark = SparkSession.builder()
+      .appName("benchmark")
+      .master("local[1]")
+      .config("spark.kryoserializer.buffer.max", "200M")
+      .config("spark.serializer", "org.apache.spark.serializer.KryoSerializer")
+      .getOrCreate()
+
+    import spark.implicits._
+
     if (textFile == "") {
       Seq("Simple data set").toDF.withColumnRenamed("value", "text")
     } else {
@@ -79,7 +60,49 @@ object SymSpellEvaluation extends App {
     }
   }
 
-  def getGroundTruthDataSet(textFile: String): Dataset[_] = {
+  private def getSpellCheckerPipeline(spell: SymmetricDeleteApproach): Pipeline = {
+    val documentAssembler = new DocumentAssembler()
+      .setInputCol("text")
+      .setOutputCol("document")
+
+    val tokenizer = new Tokenizer()
+      .setInputCols(Array("document"))
+      .setOutputCol("token")
+
+    val finisher = new Finisher()
+      .setInputCols("spell")
+      .setOutputCols("prediction")
+
+    new Pipeline()
+      .setStages(Array(
+        documentAssembler,
+        tokenizer,
+        spell,
+        finisher
+      ))
+  }
+
+  private def correctMisspells(spellCheckerModel: PipelineModel, testFile: String): Dataset[_] = {
+    println("Prediction DataSet")
+    val testDataSet = getDataSetFromFile(testFile)
+    val predictionDataSet = spellCheckerModel.transform(testDataSet).select("prediction")
+    Benchmark.measure("[Symmetric Spell Checker] Time to show") {
+      predictionDataSet.show()
+    }
+    predictionDataSet
+  }
+
+  private def evaluateSpellChecker(groundTruthFile: String, predictionDataSet: Dataset[_]): Unit = {
+    println("Evaluation DataSet")
+    val groundTruthDataSet = getGroundTruthDataSet(groundTruthFile)
+    val evaluationDataSet = getEvaluationDataSet(predictionDataSet, groundTruthDataSet)
+    evaluationDataSet.show(5, false)
+    val accuracyDataSet = evaluationDataSet.select(avg(col("accuracy")))
+    val accuracy = accuracyDataSet.collect.flatMap(_.toSeq).headOption.getOrElse(-1).toString
+    loggingData.logMetric( "accuracy", accuracy.toDouble)
+  }
+
+  private def getGroundTruthDataSet(textFile: String): Dataset[_] = {
 
     val documentAssembler = new DocumentAssembler()
       .setInputCol("text")
@@ -108,21 +131,22 @@ object SymSpellEvaluation extends App {
 
   }
 
+
   def getEvaluationDataSet(predictionDataSet: Dataset[_], groundTruthDataSet: Dataset[_]): Dataset[_] = {
     val evaluationDataSet = predictionDataSet.withColumn("id", monotonically_increasing_id())
       .join(groundTruthDataSet.withColumn("id", monotonically_increasing_id()), Seq("id"))
       .drop("id")
     evaluationDataSet.withColumn("accuracy",
-      getAccuracy(col("prediction"), col("ground_truth")))
+      getAccuracyByRow(col("prediction"), col("ground_truth")))
   }
 
-  private def getAccuracy = udf { (prediction: mutable.WrappedArray[String],
-                                   groundTruth: mutable.WrappedArray[String]) =>
-    val accuracy = computeAccuracy(prediction.toSet, groundTruth.toSet)
+  private def getAccuracyByRow = udf { (prediction: mutable.WrappedArray[String],
+                                        groundTruth: mutable.WrappedArray[String]) =>
+    val accuracy = computeAccuracyByRow(prediction.toSet, groundTruth.toSet)
     accuracy
   }
 
-  def computeAccuracy(prediction: Set[String], groundTruth: Set[String]): Float = {
+  def computeAccuracyByRow(prediction: Set[String], groundTruth: Set[String]): Float = {
     val numberOfCorrectWords = prediction.intersect(groundTruth).size.toFloat
     val accuracy: Float = numberOfCorrectWords / groundTruth.size.toFloat
     accuracy
diff --git a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala
index 217c330ee3d178..64e517f6fa8f33 100644
--- a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala
+++ b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala
@@ -7,10 +7,10 @@ class NorvigSpellEvalTestSpec extends FlatSpec {
 
   "A Norvig Spell Evaluation" should "display accuracy results" in {
 
-    val trainFile = "./coca2017.txt"
+    val trainFile = "src/test/resources/spell/sherlockholmes.txt"
     val dictionaryFile = "src/test/resources/spell/words.txt"
-    val testFile = "./misspell.txt"
     val groundTruthFile = "./ground_truth.txt"
+    val testFile = "./misspell.txt"
 
     val spell = new NorvigSweetingApproach()
       .setInputCols(Array("token"))
diff --git a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/SymSpellEvalTestSpec.scala b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/SymSpellEvalTestSpec.scala
new file mode 100644
index 00000000000000..18d43df4585e42
--- /dev/null
+++ b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/SymSpellEvalTestSpec.scala
@@ -0,0 +1,23 @@
+package com.johnsnowlabs.nlp.eval
+
+import com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach
+import org.scalatest.FlatSpec
+
+class SymSpellEvalTestSpec extends FlatSpec {
+
+  "A Symnmetric Spell Evaluation" should "display accuracy results" in {
+
+    val trainFile = "src/test/resources/spell/sherlockholmes.txt"
+    val dictionaryFile = "src/test/resources/spell/words.txt"
+    val testFile = "./misspell.txt"
+    val groundTruthFile = "./ground_truth.txt"
+
+    val spell = new SymmetricDeleteApproach()
+      .setInputCols(Array("token"))
+      .setOutputCol("spell")
+      .setDictionary(dictionaryFile)
+
+    SymSpellEvaluation(trainFile, spell, testFile, groundTruthFile)
+  }
+
+}
diff --git a/src/main/resources/log4j.properties b/src/main/resources/log4j.properties
index ec1770a58a9fe7..703f281a1da1d1 100644
--- a/src/main/resources/log4j.properties
+++ b/src/main/resources/log4j.properties
@@ -3,12 +3,12 @@ log4j.appender.STDOUT=org.apache.log4j.ConsoleAppender
 log4j.appender.STDOUT.layout=org.apache.log4j.PatternLayout
 log4j.appender.STDOUT.layout.ConversionPattern=[%5p] %m%n
 
-log4j.logger.AnnotatorLogger=WARNING
-log4j.logger.RuleFactory=WARNING
-log4j.logger.ChunkAssembler=WARNING
-log4j.logger.PerceptronTraining=WARNING
-log4j.logger.PragmaticScorer=WARNING
-log4j.logger.NorvigApproach=WARNING
-log4j.logger.CRF=WARNING
-log4j.logger.NerDL=WARNING
-log4j.logger.DependencyParserApproach=WARNING
\ No newline at end of file
+log4j.logger.AnnotatorLogger=WARN
+log4j.logger.RuleFactory=WARN
+log4j.logger.ChunkAssembler=WARN
+log4j.logger.PerceptronTraining=WARN
+log4j.logger.PragmaticScorer=WARN
+log4j.logger.NorvigApproach=WARN
+log4j.logger.CRF=WARN
+log4j.logger.NerDL=WARN
+log4j.logger.DependencyParserApproach=WARN
\ No newline at end of file

From 689c47f0245de063cf6eb6d91e9393c702639f51 Mon Sep 17 00:00:00 2001
From: Saif Addin <saif@johnsnowlabs.com>
Date: Thu, 4 Jul 2019 12:43:51 -0300
Subject: [PATCH 15/36] Remove gc() call on transform

---
 src/main/scala/com/johnsnowlabs/nlp/AnnotatorModel.scala | 1 -
 1 file changed, 1 deletion(-)

diff --git a/src/main/scala/com/johnsnowlabs/nlp/AnnotatorModel.scala b/src/main/scala/com/johnsnowlabs/nlp/AnnotatorModel.scala
index eb2e91d12e6a94..db8ccb5f15245d 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/AnnotatorModel.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/AnnotatorModel.scala
@@ -48,7 +48,6 @@ abstract class AnnotatorModel[M <: Model[M]]
     * @return
     */
   override final def transform(dataset: Dataset[_]): DataFrame = {
-    System.gc() // could go to beforeAnnotate?
     require(validate(dataset.schema), s"Wrong or missing inputCols annotators in $uid. " +
       s"Received inputCols: ${$(inputCols).mkString(",")}. Make sure such annotators exist in your pipeline, " +
       s"with the right output names and that they have following annotator types: " +

From 340b7d4d671c7b1947b43e9d7db13340e86ce85c Mon Sep 17 00:00:00 2001
From: danilojsl <danilo@johnsnowlabs.com>
Date: Fri, 5 Jul 2019 06:52:30 -0500
Subject: [PATCH 16/36] Adds training time measure to Spell Checkers

---
 .../johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala | 11 +++++++----
 .../johnsnowlabs/nlp/eval/SymSpellEvaluation.scala    |  3 ++-
 .../com/johnsnowlabs/nlp/eval/util/LoggingData.scala  |  5 +++--
 src/main/scala/com/johnsnowlabs/util/Benchmark.scala  |  2 +-
 4 files changed, 13 insertions(+), 8 deletions(-)

diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala
index 38fca8e9efbfb8..656ae9185f8fd1 100644
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala
+++ b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala
@@ -1,9 +1,11 @@
 package com.johnsnowlabs.nlp.eval
 
+import com.johnsnowlabs.nlp.DocumentAssembler
+
 import scala.collection.mutable
 import com.johnsnowlabs.nlp.base._
 import com.johnsnowlabs.nlp.annotator._
-import com.johnsnowlabs.nlp.annotators._
+import com.johnsnowlabs.nlp.annotators.{Tokenizer, _}
 import com.johnsnowlabs.nlp.eval.util.LoggingData
 import com.johnsnowlabs.util.{Benchmark, PipelineModels}
 import org.apache.spark.ml.{Pipeline, PipelineModel}
@@ -31,10 +33,11 @@ object NorvigSpellEvaluation extends App {
   private def trainSpellChecker(trainFile: String, spell: NorvigSweetingApproach): PipelineModel = {
     val trainingDataSet = getDataSetFromFile(trainFile)
     var spellCheckerModel: PipelineModel = null
-    val spellCheckerPipeline = getSpellCheckerPipeline(spell)
-    Benchmark.measure("[Norvig Spell Checker] Time to train") {
+    val spellCheckerPipeline = getSpellCheckerPipeline(spell, trainingDataSet)
+    val time = Benchmark.measure("[Norvig Spell Checker] Time to train") {
       spellCheckerModel = spellCheckerPipeline.fit(trainingDataSet)
     }
+    loggingData.logMetric("training time/s", time)
     spellCheckerModel
   }
 
@@ -58,7 +61,7 @@ object NorvigSpellEvaluation extends App {
     }
   }
 
-  private def getSpellCheckerPipeline(spell: NorvigSweetingApproach): Pipeline =  {
+  private def getSpellCheckerPipeline(spell: NorvigSweetingApproach, trainDataSet: Dataset[_]): Pipeline =  {
 
     val documentAssembler = new DocumentAssembler()
       .setInputCol("text")
diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/SymSpellEvaluation.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/SymSpellEvaluation.scala
index 77092614f70995..01bc675f7e8424 100644
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/SymSpellEvaluation.scala
+++ b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/SymSpellEvaluation.scala
@@ -34,9 +34,10 @@ object SymSpellEvaluation extends App {
     val trainingDataSet = getDataSetFromFile(trainFile)
     var spellCheckerModel: PipelineModel = null
     val spellCheckerPipeline = getSpellCheckerPipeline(spell)
-    Benchmark.measure("[Symmetric Spell Checker] Time to train") {
+    val time = Benchmark.measure("[Symmetric Spell Checker] Time to train") {
       spellCheckerModel = spellCheckerPipeline.fit(trainingDataSet)
     }
+    loggingData.logMetric("training time/s", time)
     spellCheckerModel
   }
 
diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/util/LoggingData.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/util/LoggingData.scala
index 55141662b8d0e2..780aad8fe1d7da 100644
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/util/LoggingData.scala
+++ b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/util/LoggingData.scala
@@ -93,11 +93,12 @@ class LoggingData(sourceType: String, sourceName: String) {
   }
 
   def logMetric(metric: String, value: Double): Unit = {
+    val roundValue = BigDecimal(value).setScale(2, BigDecimal.RoundingMode.HALF_UP).toDouble
     if (runId != "console") {
-      mlFlowClient.get.logMetric(runId, metric, value)
+      mlFlowClient.get.logMetric(runId, metric, roundValue)
     } else {
       println(s"Accuracy Metrics for $sourceName:")
-      println(metric + ": " + value)
+      println(metric + ": " + roundValue)
     }
   }
 
diff --git a/src/main/scala/com/johnsnowlabs/util/Benchmark.scala b/src/main/scala/com/johnsnowlabs/util/Benchmark.scala
index be1f7f18a80e79..e022b07ebe4b96 100644
--- a/src/main/scala/com/johnsnowlabs/util/Benchmark.scala
+++ b/src/main/scala/com/johnsnowlabs/util/Benchmark.scala
@@ -24,7 +24,7 @@ object Benchmark {
 
     if (print || forcePrint) println(s"$description (Avg for $iterations iterations): ${time / 1000000000} sec")
 
-    time
+    time / 1000000000
   }
 
   def measure(f: => Any): Double = measure()(f)

From c95dac6574c600ac557ec4ece37dcbb3b99f1239 Mon Sep 17 00:00:00 2001
From: Saif Addin <saif@johnsnowlabs.com>
Date: Fri, 5 Jul 2019 14:59:32 -0300
Subject: [PATCH 17/36] Fixed pretrained model typo

---
 python/sparknlp/annotator.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/python/sparknlp/annotator.py b/python/sparknlp/annotator.py
index 23266561cff2f2..7ca1567f40c5ff 100755
--- a/python/sparknlp/annotator.py
+++ b/python/sparknlp/annotator.py
@@ -183,7 +183,7 @@ def addSplitChars(self, value):
         return self._set(splitChars=split_chars)
 
     @staticmethod
-    def pretrained(name="token_rukes", lang="en", remote_loc=None):
+    def pretrained(name="token_rules", lang="en", remote_loc=None):
         from sparknlp.pretrained import ResourceDownloader
         return ResourceDownloader.downloadModel(Tokenizer, name, lang, remote_loc)
 

From 00ec5bcbc3860c6b93d63cb2cc4e9d8b0e80d552 Mon Sep 17 00:00:00 2001
From: Saif Addin <saif@johnsnowlabs.com>
Date: Fri, 5 Jul 2019 17:41:43 -0300
Subject: [PATCH 18/36] Fixed pretrained constructor for Tokenizer

---
 python/sparknlp/annotator.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/python/sparknlp/annotator.py b/python/sparknlp/annotator.py
index 7ca1567f40c5ff..ce75f278d1c011 100755
--- a/python/sparknlp/annotator.py
+++ b/python/sparknlp/annotator.py
@@ -89,8 +89,8 @@ class Tokenizer(AnnotatorModel):
     name = 'Tokenizer'
 
     @keyword_only
-    def __init__(self):
-        super(Tokenizer, self).__init__(classname="com.johnsnowlabs.nlp.annotators.Tokenizer")
+    def __init__(self, classname="com.johnsnowlabs.nlp.annotators.Tokenizer", java_model=None):
+        super(Tokenizer, self).__init__(classname=classname, java_model=java_model)
 
         self._setDefault(
             targetPattern="\\S+",

From 906f6d63c115695defd33c86428383c7d2110840 Mon Sep 17 00:00:00 2001
From: danilojsl <danilo@johnsnowlabs.com>
Date: Sat, 6 Jul 2019 06:23:01 -0500
Subject: [PATCH 19/36] Refactors NerDLEvaluation

---
 .../nlp/eval/NerDLEvaluation.scala            | 55 +++++++++++--------
 1 file changed, 32 insertions(+), 23 deletions(-)

diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerDLEvaluation.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerDLEvaluation.scala
index c0aac56603cdfc..be428ba7609dd4 100644
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerDLEvaluation.scala
+++ b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerDLEvaluation.scala
@@ -1,20 +1,19 @@
 package com.johnsnowlabs.nlp.eval
 
 import java.io.File
-import scala.collection.mutable
 
-import com.johnsnowlabs.nlp.base._
 import com.johnsnowlabs.nlp.annotator._
-
 import com.johnsnowlabs.nlp.annotators._
+import com.johnsnowlabs.nlp.base._
 import com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat
 import com.johnsnowlabs.nlp.training.CoNLL
 import com.johnsnowlabs.util.{Benchmark, PipelineModels}
-
 import org.apache.spark.ml.{Pipeline, PipelineModel}
 import org.apache.spark.mllib.evaluation.MulticlassMetrics
-import org.apache.spark.sql.{Dataset, SparkSession}
 import org.apache.spark.sql.functions._
+import org.apache.spark.sql.{Dataset, SparkSession}
+
+import scala.collection.mutable
 
 object NerDLEvaluation extends App {
 
@@ -36,18 +35,27 @@ object NerDLEvaluation extends App {
   private val testFiles = "./eng.testa"
   private val numberOfEpochs = 1
   private val emptyDataSet = PipelineModels.dummyDataset
-  private val trainDataSet = CoNLL().readDataset(spark, trainFile)
-  println("Train Dataset")
-  trainDataSet.show(5)
-  evaluateDataSet("Testing Dataset", testFiles, "IOB")
+  evaluateDataSet(testFiles, "IOB", "model_path", "trainFile_path")
+
+  def apply(testFile: String, format: String, modelPath: String, trainFile: String): Unit = {
+    evaluateDataSet(testFile, format, modelPath, trainFile)
+  }
 
-  private def evaluateDataSet(dataSetType: String, dataSetFile: String, format: String=""): Unit = {
-    val nerDataSet = CoNLL().readDataset(spark, dataSetFile).cache()
+  private def evaluateDataSet(testFiles: String, format: String="",
+                              modelPath: String, trainFile: String): Unit = {
+    val nerDataSet = CoNLL().readDataset(spark, testFiles).cache()
     val labels = getEntitiesLabels(nerDataSet, "label.result", format)
     println("Entities: " + labels)
-    val nerModel = getNerModel
+    val predictionDataSet = getPredictionDataSet(modelPath, trainFile, nerDataSet)
+    val evaluationDataSet = getEvaluationDataSet(predictionDataSet, labels, format)
+    println("Evaluation Dataset")
+    evaluationDataSet.show(5, false)
+    computeAccuracy(evaluationDataSet, labels)
+  }
+
+  def getPredictionDataSet(modelPath: String, trainFile: String, nerDataSet: Dataset[_]): Dataset[_] = {
+    val nerModel = getNerModel(modelPath, trainFile)
     var predictionDataSet: Dataset[_] = PipelineModels.dummyDataset
-    println(s"Accuracy for $dataSetType")
     Benchmark.measure("Time to transform") {
       predictionDataSet = nerModel.transform(nerDataSet)
         .select(col("label.result").alias("label"),
@@ -56,10 +64,7 @@ object NerDLEvaluation extends App {
     Benchmark.measure("Time to show prediction dataset") {
       predictionDataSet.show(5)
     }
-    val evaluationDataSet = getEvaluationDataSet(predictionDataSet, labels, format)
-    println("Evaluation Dataset")
-    evaluationDataSet.show(5, false)
-    computeAccuracy(evaluationDataSet, labels)
+    predictionDataSet
   }
 
   def getEntitiesLabels(dataSet: Dataset[_], column: String, format: String): List[String] = {
@@ -74,21 +79,25 @@ object NerDLEvaluation extends App {
     entities.toList.distinct
   }
 
-  def getNerModel: PipelineModel = {
-    if (new File("./ner_dl_model_"+numberOfEpochs).exists()) {
-      PipelineModel.load("./ner_dl_model_"+numberOfEpochs)
+  def getNerModel(modelPath: String, trainFile: String): PipelineModel = {
+    if (new File(modelPath).exists()) {
+      PipelineModel.load(modelPath)
     } else {
       var model: PipelineModel = null
       Benchmark.time("Time to train") {
-        val nerPipeline = getNerPipeline
+        val nerPipeline = getNerPipeline(trainFile)
         model = nerPipeline.fit(emptyDataSet)
       }
-      model.write.overwrite().save("./ner_dl_model_"+numberOfEpochs)
+      model.write.overwrite().save(modelPath)
       model
     }
   }
 
-  def getNerPipeline: Pipeline = {
+  def getNerPipeline(trainFile: String): Pipeline = {
+
+    val trainDataSet = CoNLL().readDataset(spark, trainFile)
+    println("Train Dataset")
+    trainDataSet.show(5)
 
     val documentAssembler = new DocumentAssembler()
       .setInputCol("text")

From 8f68fc0a91e531e225fb4c2b1981d75830cc6ffa Mon Sep 17 00:00:00 2001
From: Saif Addin <saif@johnsnowlabs.com>
Date: Sat, 6 Jul 2019 10:51:50 -0300
Subject: [PATCH 20/36] Source closes

---
 python/sparknlp/annotator.py                  | 29 -------------------
 .../GreedyTransitionApproach.scala            |  3 --
 .../pos/perceptron/PerceptronApproach.scala   |  5 ----
 .../PerceptronApproachDistributed.scala       |  5 ----
 .../context/ContextSpellCheckerApproach.scala | 20 +++++++++----
 5 files changed, 15 insertions(+), 47 deletions(-)

diff --git a/python/sparknlp/annotator.py b/python/sparknlp/annotator.py
index ce75f278d1c011..9145806abd85cd 100755
--- a/python/sparknlp/annotator.py
+++ b/python/sparknlp/annotator.py
@@ -461,35 +461,6 @@ def _create_model(self, java_model):
         return PerceptronModel(java_model=java_model)
 
 
-class PerceptronApproachLegacy(AnnotatorApproach):
-    posCol = Param(Params._dummy(),
-                   "posCol",
-                   "column of Array of POS tags that match tokens",
-                   typeConverter=TypeConverters.toString)
-
-    nIterations = Param(Params._dummy(),
-                        "nIterations",
-                        "Number of iterations in training, converges to better accuracy",
-                        typeConverter=TypeConverters.toInt)
-
-    @keyword_only
-    def __init__(self):
-        super(PerceptronApproachLegacy, self).__init__(
-            classname="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachLegacy")
-        self._setDefault(
-            nIterations=5
-        )
-
-    def setPosCol(self, value):
-        return self._set(posCol=value)
-
-    def setIterations(self, value):
-        return self._set(nIterations=value)
-
-    def _create_model(self, java_model):
-        return PerceptronModel(java_model=java_model)
-
-
 class PerceptronModel(AnnotatorModel):
     name = "PerceptronModel"
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/GreedyTransitionApproach.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/GreedyTransitionApproach.scala
index 7121cc90988357..cb5789258e30b6 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/GreedyTransitionApproach.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/GreedyTransitionApproach.scala
@@ -3,9 +3,6 @@ package com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition
 import com.johnsnowlabs.nlp.annotators.common.{DependencyParsedSentence, WordWithDependency}
 import com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence
 
-/**
-  * Parser based on the code of Matthew Honnibal and Martin Andrews
-  */
 object GreedyTransitionApproach {
 
   def predict(posTagged: PosTaggedSentence, dependencyMaker: DependencyMaker): DependencyParsedSentence = {
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproach.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproach.scala
index ebbff07a31b0dc..7d71b96b4d987a 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproach.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproach.scala
@@ -11,11 +11,6 @@ import org.apache.spark.sql.Dataset
 import scala.collection.mutable.{Map => MMap}
 import scala.util.Random
 
-/**
-  * Created by Saif Addin on 5/17/2017.
-  * Inspired on Averaged Perceptron by Matthew Honnibal
-  * https://explosion.ai/blog/part-of-speech-pos-tagger-in-python
-  */
 class PerceptronApproach(override val uid: String) extends AnnotatorApproach[PerceptronModel] with PerceptronUtils {
 
   import com.johnsnowlabs.nlp.AnnotatorType._
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproachDistributed.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproachDistributed.scala
index 5817ece1a7ee37..360810b8999cd7 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproachDistributed.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproachDistributed.scala
@@ -14,11 +14,6 @@ import org.apache.spark.sql.functions.rand
 
 import scala.collection.mutable.{ListBuffer, Map => MMap}
 
-/**
-  * Created by Saif Addin on 5/17/2017.
-  * Inspired on Averaged Perceptron by Matthew Honnibal
-  * https://explosion.ai/blog/part-of-speech-pos-tagger-in-python
-  */
 class PerceptronApproachDistributed(override val uid: String) extends AnnotatorApproach[PerceptronModel] with PerceptronUtils {
 
   import com.johnsnowlabs.nlp.AnnotatorType._
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.scala
index 98d7b57d7c04cf..c356d068f80077 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.scala
@@ -141,19 +141,23 @@ class ContextSpellCheckerApproach(override val uid: String) extends
     // store word ids
     val vocabIdxs = mutable.HashMap[String, Int]()
 
-    scala.io.Source.fromFile(path).getLines.zipWithIndex.foreach { case (line, idx) =>
+    val src = scala.io.Source.fromFile(path)
+    src.getLines.zipWithIndex.foreach { case (line, idx) =>
        val lineFields = line.split("\\|")
        vocabFreq += (lineFields(0)-> lineFields.last.toDouble)
        vocabIdxs += (lineFields(0)-> idx)
     }
+    src.close()
 
-    val classes = scala.io.Source.fromFile(s"${getOrDefault(trainCorpusPath)}.classes").getLines.map{line =>
+    val trainCorpus = scala.io.Source.fromFile(s"${getOrDefault(trainCorpusPath)}.classes")
+    val classes = trainCorpus.getLines.map{line =>
       val chunks = line.split("\\|")
       val key = chunks(0).toInt
       val cid = chunks(1).toInt
       val wcid = chunks(2).toInt
       (key, (cid, wcid))
     }.toMap
+    trainCorpus.close()
 
     (vocabFreq, vocabIdxs, classes)
   }
@@ -211,9 +215,12 @@ class ContextSpellCheckerApproach(override val uid: String) extends
     implicit val codec: Codec = Codec.UTF8
 
     // for every sentence we have one end and one begining
-    val eosBosCount = scala.io.Source.fromFile(rawDataPath).getLines.size
+    var rawData = scala.io.Source.fromFile(rawDataPath)
+    val eosBosCount = rawData.getLines.size
+    rawData.close()
 
-    scala.io.Source.fromFile(rawDataPath).getLines.foreach { line =>
+    rawData = scala.io.Source.fromFile(rawDataPath)
+    rawData.getLines.foreach { line =>
       // TODO remove crazy encodings of space(clean the dataset itself before input it here)
       line.split(" ").flatMap(_.split(" ")).flatMap(_.split(" ")).filter(_!=" ").foreach { token =>
         var tmp = Seq(token)
@@ -235,6 +242,7 @@ class ContextSpellCheckerApproach(override val uid: String) extends
         }
       }
     }
+    rawData.close()
 
     // words appearing less that minCount times will be unknown
     val unknownCount = vocab.filter(_._2 < getOrDefault(minCount)).values.sum
@@ -314,7 +322,8 @@ class ContextSpellCheckerApproach(override val uid: String) extends
     // path to the encoded corpus
     val bw = new BufferedWriter(new FileWriter(new File(rawTextPath + ".ids")))
 
-    scala.io.Source.fromFile(rawTextPath).getLines.foreach { line =>
+    val rawText = scala.io.Source.fromFile(rawTextPath)
+    rawText.getLines.foreach { line =>
       // TODO removing crazy encodings of space and replacing with standard one - should be done outside Scala
       val text  = line.split(" ").flatMap(_.split(" ")).flatMap(_.split(" ")).filter(_!=" ").flatMap { token =>
         var tmp = token
@@ -333,6 +342,7 @@ class ContextSpellCheckerApproach(override val uid: String) extends
       bw.write(s"""${vMap("_BOS_")} $text ${vMap("_EOS_")}\n""")
     }
     bw.close()
+    rawText.close()
     vMap
   }
 

From 3a96ec483432ceb48efc6eb53a5e6786d8ad08db Mon Sep 17 00:00:00 2001
From: danilojsl <danilo@johnsnowlabs.com>
Date: Sat, 6 Jul 2019 16:05:19 -0500
Subject: [PATCH 21/36] - Refactors NerDLEvaluation - Adds unit test for
 NerDLEvaluation

---
 .../nlp/eval/NerDLEvaluation.scala            | 97 ++++++++-----------
 .../nlp/eval/NerDLEvalTesSpec.scala           | 34 +++++++
 .../nlp/eval/NorvigSpellEvalTestSpec.scala    |  1 +
 3 files changed, 77 insertions(+), 55 deletions(-)
 create mode 100644 eval/src/test/scala/com/johnsnowlabs/nlp/eval/NerDLEvalTesSpec.scala

diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerDLEvaluation.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerDLEvaluation.scala
index be428ba7609dd4..60086515d0f6f0 100644
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerDLEvaluation.scala
+++ b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerDLEvaluation.scala
@@ -5,7 +5,6 @@ import java.io.File
 import com.johnsnowlabs.nlp.annotator._
 import com.johnsnowlabs.nlp.annotators._
 import com.johnsnowlabs.nlp.base._
-import com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat
 import com.johnsnowlabs.nlp.training.CoNLL
 import com.johnsnowlabs.util.{Benchmark, PipelineModels}
 import org.apache.spark.ml.{Pipeline, PipelineModel}
@@ -17,44 +16,44 @@ import scala.collection.mutable
 
 object NerDLEvaluation extends App {
 
-  private val spark = SparkSession.builder()
-    .appName("benchmark")
-    .master("local[*]")
-    .config("spark.driver.memory", "8G")
-    .config("spark.kryoserializer.buffer.max", "200M")
-    .config("spark.serializer", "org.apache.spark.serializer.KryoSerializer")
-    .getOrCreate()
-
-  import spark.implicits._
+  println("Accuracy Metrics for NER DL")
+  private case class NerEvalDLConfiguration(trainFile: String, format:String, modelPath: String,
+                                            sparkSession: SparkSession, nerDLApproach: NerDLApproach,
+                                            wordEmbeddings: WordEmbeddings)
 
-  spark.sparkContext.setLogLevel("OFF")
+  def apply(testFile: String, format: String, modelPath: String, trainFile: String, nerDLApproach: NerDLApproach,
+            wordEmbeddings: WordEmbeddings): Unit = {
 
-  println("Accuracy Metrics for NER DL")
+    val spark = SparkSession.builder()
+      .appName("benchmark")
+      .master("local[*]")
+      .config("spark.driver.memory", "8G")
+      .config("spark.kryoserializer.buffer.max", "200M")
+      .config("spark.serializer", "org.apache.spark.serializer.KryoSerializer")
+      .getOrCreate()
 
-  private val trainFile = "./eng.train"
-  private val testFiles = "./eng.testa"
-  private val numberOfEpochs = 1
-  private val emptyDataSet = PipelineModels.dummyDataset
-  evaluateDataSet(testFiles, "IOB", "model_path", "trainFile_path")
+    val nerEvalDLConfiguration = NerEvalDLConfiguration(trainFile, format, modelPath, spark,
+                                                        nerDLApproach, wordEmbeddings)
 
-  def apply(testFile: String, format: String, modelPath: String, trainFile: String): Unit = {
-    evaluateDataSet(testFile, format, modelPath, trainFile)
+    evaluateDataSet(testFile, nerEvalDLConfiguration)
   }
 
-  private def evaluateDataSet(testFiles: String, format: String="",
-                              modelPath: String, trainFile: String): Unit = {
-    val nerDataSet = CoNLL().readDataset(spark, testFiles).cache()
-    val labels = getEntitiesLabels(nerDataSet, "label.result", format)
+  private def evaluateDataSet(testFile: String, nerEvalDLConfiguration: NerEvalDLConfiguration):
+  Unit = {
+    val nerDataSet = CoNLL().readDataset(nerEvalDLConfiguration.sparkSession, testFile).cache()
+    val labels = getEntitiesLabels(nerDataSet, "label.result", nerEvalDLConfiguration.format)
     println("Entities: " + labels)
-    val predictionDataSet = getPredictionDataSet(modelPath, trainFile, nerDataSet)
-    val evaluationDataSet = getEvaluationDataSet(predictionDataSet, labels, format)
+    val predictionDataSet = getPredictionDataSet(nerDataSet, nerEvalDLConfiguration)
+    val evaluationDataSet = getEvaluationDataSet(predictionDataSet, labels, nerEvalDLConfiguration.format,
+      nerEvalDLConfiguration.sparkSession)
     println("Evaluation Dataset")
     evaluationDataSet.show(5, false)
-    computeAccuracy(evaluationDataSet, labels)
+    computeAccuracy(evaluationDataSet, labels, nerEvalDLConfiguration.sparkSession)
   }
 
-  def getPredictionDataSet(modelPath: String, trainFile: String, nerDataSet: Dataset[_]): Dataset[_] = {
-    val nerModel = getNerModel(modelPath, trainFile)
+  def getPredictionDataSet(nerDataSet: Dataset[_], nerEvalDLConfiguration: NerEvalDLConfiguration):
+  Dataset[_] = {
+    val nerModel = getNerModel(nerEvalDLConfiguration)
     var predictionDataSet: Dataset[_] = PipelineModels.dummyDataset
     Benchmark.measure("Time to transform") {
       predictionDataSet = nerModel.transform(nerDataSet)
@@ -79,23 +78,23 @@ object NerDLEvaluation extends App {
     entities.toList.distinct
   }
 
-  def getNerModel(modelPath: String, trainFile: String): PipelineModel = {
-    if (new File(modelPath).exists()) {
-      PipelineModel.load(modelPath)
+  def getNerModel(nerEvalDLConfiguration: NerEvalDLConfiguration): PipelineModel = {
+    if (new File(nerEvalDLConfiguration.modelPath).exists()) {
+      PipelineModel.load(nerEvalDLConfiguration.modelPath)
     } else {
       var model: PipelineModel = null
       Benchmark.time("Time to train") {
-        val nerPipeline = getNerPipeline(trainFile)
-        model = nerPipeline.fit(emptyDataSet)
+        val nerPipeline = getNerPipeline(nerEvalDLConfiguration)
+        model = nerPipeline.fit(PipelineModels.dummyDataset)
       }
-      model.write.overwrite().save(modelPath)
+      model.write.overwrite().save(nerEvalDLConfiguration.modelPath)
       model
     }
   }
 
-  def getNerPipeline(trainFile: String): Pipeline = {
+  def getNerPipeline(nerEvalDLConfiguration: NerEvalDLConfiguration): Pipeline = {
 
-    val trainDataSet = CoNLL().readDataset(spark, trainFile)
+    val trainDataSet = CoNLL().readDataset(nerEvalDLConfiguration.sparkSession, nerEvalDLConfiguration.trainFile)
     println("Train Dataset")
     trainDataSet.show(5)
 
@@ -111,23 +110,9 @@ object NerDLEvaluation extends App {
       .setInputCols(Array("sentence"))
       .setOutputCol("token")
 
-    val glove = new WordEmbeddings()
-      .setInputCols("sentence", "token")
-      .setOutputCol("glove")
-      .setEmbeddingsSource("./glove.6B.100d.txt",
-        100, WordEmbeddingsFormat.TEXT)
-      .setCaseSensitive(true)
-
-    val readyData = glove.fit(trainDataSet).transform(trainDataSet).cache()
+    val readyData = nerEvalDLConfiguration.wordEmbeddings.fit(trainDataSet).transform(trainDataSet).cache()
 
-    val nerTagger = new NerDLApproach()
-      .setInputCols(Array("sentence", "token", "glove"))
-      .setLabelColumn("label")
-      .setOutputCol("ner")
-      .setMaxEpochs(10)
-      .setRandomSeed(0)
-      .setVerbose(2)
-      .fit(readyData)
+    val nerTagger = nerEvalDLConfiguration.nerDLApproach.fit(readyData)
 
     val converter = new NerConverter()
       .setInputCols(Array("document", "token", "ner"))
@@ -137,7 +122,7 @@ object NerDLEvaluation extends App {
       Array(documentAssembler,
         sentenceDetector,
         tokenizer,
-        glove,
+        nerEvalDLConfiguration.wordEmbeddings,
         nerTagger,
         converter))
 
@@ -145,7 +130,8 @@ object NerDLEvaluation extends App {
 
   }
 
-  def getEvaluationDataSet(dataSet: Dataset[_], labels: List[String], format: String): Dataset[_] = {
+  def getEvaluationDataSet(dataSet: Dataset[_], labels: List[String], format: String, sparkSession: SparkSession): Dataset[_] = {
+   import sparkSession.implicits._
     val labelAndPrediction: Seq[(String, String)] = dataSet.select("label", "prediction").rdd.map { row =>
       val labelColumn: Seq[String] = row.get(0).asInstanceOf[mutable.WrappedArray[String]]
       val predictionColumn: Seq[String] = row.get(1).asInstanceOf[mutable.WrappedArray[String]]
@@ -171,7 +157,8 @@ object NerDLEvaluation extends App {
     index.toDouble
   }
 
-  private def computeAccuracy(dataSet: Dataset[_], labels: List[String]): Unit = {
+  private def computeAccuracy(dataSet: Dataset[_], labels: List[String], sparkSession: SparkSession): Unit = {
+    import sparkSession.implicits._
     val predictionLabelsRDD = dataSet.select("predictionIndex", "labelIndex")
       .map(r => (r.getDouble(0), r.getDouble(1)))
     val metrics = new MulticlassMetrics(predictionLabelsRDD.rdd)
diff --git a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NerDLEvalTesSpec.scala b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NerDLEvalTesSpec.scala
new file mode 100644
index 00000000000000..8dc79f7533e48a
--- /dev/null
+++ b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NerDLEvalTesSpec.scala
@@ -0,0 +1,34 @@
+package com.johnsnowlabs.nlp.eval
+
+import com.johnsnowlabs.nlp.annotator.{NerDLApproach, WordEmbeddings}
+import com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat
+import org.scalatest.FlatSpec
+
+class NerDLEvalTesSpec extends FlatSpec {
+
+  "A NER DL Evaluation" should "display accuracy results" in {
+    val trainFile = "./eng.train"
+    val testFiles = "./eng.test"
+    val format = "IOB"
+    val modelPath = "./ner_dl_1"
+
+    val glove = new WordEmbeddings()
+      .setInputCols("sentence", "token")
+      .setOutputCol("glove")
+      .setEmbeddingsSource("./embeddings.100d.txt",
+        100, WordEmbeddingsFormat.TEXT)
+      .setCaseSensitive(true)
+
+    val nerTagger = new NerDLApproach()
+      .setInputCols(Array("sentence", "token", "glove"))
+      .setLabelColumn("label")
+      .setOutputCol("ner")
+      .setMaxEpochs(10)
+      .setRandomSeed(0)
+      .setVerbose(2)
+
+    NerDLEvaluation(testFiles, format, modelPath, trainFile, nerTagger, glove)
+
+  }
+
+}
diff --git a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala
index 64e517f6fa8f33..8f200a774774d8 100644
--- a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala
+++ b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala
@@ -18,6 +18,7 @@ class NorvigSpellEvalTestSpec extends FlatSpec {
       .setDictionary(dictionaryFile)
 
     NorvigSpellEvaluation(trainFile, spell, testFile, groundTruthFile)
+
   }
 
 }

From 2999fe4833121d098273ec4eb8c838206e737e44 Mon Sep 17 00:00:00 2001
From: danilojsl <danilo@johnsnowlabs.com>
Date: Sun, 7 Jul 2019 07:24:16 -0500
Subject: [PATCH 22/36] - Adds support for MLflow experiments on LoggingData -
 Adds logging data for NerDLEvaluation - Refactor SpellCheckers - Adds unit
 test for NerDLEvaluation

---
 .../nlp/eval/NerDLEvaluation.scala            | 23 +++++++----
 .../nlp/eval/NorvigSpellEvaluation.scala      |  5 ++-
 .../nlp/eval/SymSpellEvaluation.scala         |  5 ++-
 .../nlp/eval/util/LoggingData.scala           | 40 ++++++++++++++++---
 .../nlp/eval/NerDLEvalTesSpec.scala           | 10 ++---
 .../nlp/eval/NorvigSpellEvalTestSpec.scala    |  4 +-
 .../nlp/eval/SymSpellEvalTestSpec.scala       |  4 +-
 .../nlp/annotators/ner/dl/NerDLApproach.scala | 11 +++--
 8 files changed, 72 insertions(+), 30 deletions(-)

diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerDLEvaluation.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerDLEvaluation.scala
index 60086515d0f6f0..cbf40a353bed3d 100644
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerDLEvaluation.scala
+++ b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerDLEvaluation.scala
@@ -5,6 +5,7 @@ import java.io.File
 import com.johnsnowlabs.nlp.annotator._
 import com.johnsnowlabs.nlp.annotators._
 import com.johnsnowlabs.nlp.base._
+import com.johnsnowlabs.nlp.eval.util.LoggingData
 import com.johnsnowlabs.nlp.training.CoNLL
 import com.johnsnowlabs.util.{Benchmark, PipelineModels}
 import org.apache.spark.ml.{Pipeline, PipelineModel}
@@ -16,7 +17,8 @@ import scala.collection.mutable
 
 object NerDLEvaluation extends App {
 
-  println("Accuracy Metrics for NER DL")
+  var loggingData: LoggingData = _
+
   private case class NerEvalDLConfiguration(trainFile: String, format:String, modelPath: String,
                                             sparkSession: SparkSession, nerDLApproach: NerDLApproach,
                                             wordEmbeddings: WordEmbeddings)
@@ -35,7 +37,10 @@ object NerDLEvaluation extends App {
     val nerEvalDLConfiguration = NerEvalDLConfiguration(trainFile, format, modelPath, spark,
                                                         nerDLApproach, wordEmbeddings)
 
+    loggingData = new LoggingData("LOCAL", this.getClass.getSimpleName, "Named Entity Recognition")
+    loggingData.logNerDLParams(nerDLApproach)
     evaluateDataSet(testFile, nerEvalDLConfiguration)
+    loggingData.closeLog()
   }
 
   private def evaluateDataSet(testFile: String, nerEvalDLConfiguration: NerEvalDLConfiguration):
@@ -55,11 +60,9 @@ object NerDLEvaluation extends App {
   Dataset[_] = {
     val nerModel = getNerModel(nerEvalDLConfiguration)
     var predictionDataSet: Dataset[_] = PipelineModels.dummyDataset
-    Benchmark.measure("Time to transform") {
-      predictionDataSet = nerModel.transform(nerDataSet)
+    predictionDataSet = nerModel.transform(nerDataSet)
         .select(col("label.result").alias("label"),
           col("ner.result").alias("prediction"))
-    }
     Benchmark.measure("Time to show prediction dataset") {
       predictionDataSet.show(5)
     }
@@ -83,10 +86,12 @@ object NerDLEvaluation extends App {
       PipelineModel.load(nerEvalDLConfiguration.modelPath)
     } else {
       var model: PipelineModel = null
-      Benchmark.time("Time to train") {
+      Benchmark.setPrint(false)
+      val time = Benchmark.measure(1, false, "Time to train") {
         val nerPipeline = getNerPipeline(nerEvalDLConfiguration)
         model = nerPipeline.fit(PipelineModels.dummyDataset)
       }
+      loggingData.logMetric("training time/s", time)
       model.write.overwrite().save(nerEvalDLConfiguration.modelPath)
       model
     }
@@ -163,7 +168,7 @@ object NerDLEvaluation extends App {
       .map(r => (r.getDouble(0), r.getDouble(1)))
     val metrics = new MulticlassMetrics(predictionLabelsRDD.rdd)
     val accuracy = (metrics.accuracy * 1000).round / 1000.toDouble
-    println(s"Accuracy = $accuracy")
+    loggingData.logMetric("accuracy", accuracy)
     computeAccuracyByEntity(metrics, labels)
     computeMicroAverage(metrics)
   }
@@ -175,7 +180,9 @@ object NerDLEvaluation extends App {
       val precision = (metrics.precision(predictedLabel) * 1000).round / 1000.toDouble
       val recall = (metrics.recall(predictedLabel) * 1000).round / 1000.toDouble
       val f1Score = (metrics.fMeasure(predictedLabel) * 1000).round / 1000.toDouble
-      println(s"$entity: Precision = $precision, Recall = $recall, F1-Score = $f1Score")
+      loggingData.logMetric(entity + " precision", precision)
+      loggingData.logMetric(entity + " recall", recall)
+      loggingData.logMetric(entity + " f1-score", f1Score)
     }
   }
 
@@ -194,7 +201,7 @@ object NerDLEvaluation extends App {
     totalP = totalP/totalClassNum
     totalR = totalR/totalClassNum
     val microAverage = 2 * ((totalP*totalR) / (totalP+totalR))
-    println(s"Micro-average F-1 Score:  ${(microAverage * 1000).round / 1000.toDouble}")
+    loggingData.logMetric("micro-average f1-score", (microAverage * 1000).round / 1000.toDouble)
   }
 
 }
diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala
index 656ae9185f8fd1..1788e6f92edcb4 100644
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala
+++ b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala
@@ -17,7 +17,7 @@ object NorvigSpellEvaluation extends App {
   var loggingData: LoggingData = _
 
   def apply(trainFile: String, spell: NorvigSweetingApproach, testFile: String, groundTruthFile: String): Unit = {
-    loggingData = new LoggingData("LOCAL", this.getClass.getSimpleName)
+    loggingData = new LoggingData("LOCAL", this.getClass.getSimpleName, "Spell Checkers")
     loggingData.logNorvigParams(spell)
     computeAccuracy(trainFile, spell, testFile, groundTruthFile)
     loggingData.closeLog()
@@ -34,7 +34,8 @@ object NorvigSpellEvaluation extends App {
     val trainingDataSet = getDataSetFromFile(trainFile)
     var spellCheckerModel: PipelineModel = null
     val spellCheckerPipeline = getSpellCheckerPipeline(spell, trainingDataSet)
-    val time = Benchmark.measure("[Norvig Spell Checker] Time to train") {
+    Benchmark.setPrint(false)
+    val time = Benchmark.measure(1, false, "[Norvig Spell Checker] Time to train") {
       spellCheckerModel = spellCheckerPipeline.fit(trainingDataSet)
     }
     loggingData.logMetric("training time/s", time)
diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/SymSpellEvaluation.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/SymSpellEvaluation.scala
index 01bc675f7e8424..3c17d84da64f0e 100644
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/SymSpellEvaluation.scala
+++ b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/SymSpellEvaluation.scala
@@ -17,7 +17,7 @@ object SymSpellEvaluation extends App {
   var loggingData: LoggingData = _
 
   def apply(trainFile: String, spell: SymmetricDeleteApproach, testFile: String, groundTruthFile: String): Unit = {
-    loggingData = new LoggingData("LOCAL", this.getClass.getSimpleName)
+    loggingData = new LoggingData("LOCAL", this.getClass.getSimpleName, "Spell Checkers")
     loggingData.logSymSpellParams(spell)
     computeAccuracy(trainFile, spell, testFile, groundTruthFile)
     loggingData.closeLog()
@@ -34,7 +34,8 @@ object SymSpellEvaluation extends App {
     val trainingDataSet = getDataSetFromFile(trainFile)
     var spellCheckerModel: PipelineModel = null
     val spellCheckerPipeline = getSpellCheckerPipeline(spell)
-    val time = Benchmark.measure("[Symmetric Spell Checker] Time to train") {
+    Benchmark.setPrint(false)
+    val time = Benchmark.measure(1, false, "[Symmetric Spell Checker] Time to train") {
       spellCheckerModel = spellCheckerPipeline.fit(trainingDataSet)
     }
     loggingData.logMetric("training time/s", time)
diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/util/LoggingData.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/util/LoggingData.scala
index 780aad8fe1d7da..703354a7595f6e 100644
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/util/LoggingData.scala
+++ b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/util/LoggingData.scala
@@ -1,17 +1,18 @@
 package com.johnsnowlabs.nlp.eval.util
 
+import com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach
 import com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach
 import com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach
 import org.mlflow.api.proto.Service.{RunInfo, RunStatus}
 import org.mlflow.tracking.MlflowClient
 import org.slf4j.LoggerFactory
 
-class LoggingData(sourceType: String, sourceName: String) {
+class LoggingData(sourceType: String, sourceName: String, experimentName: String) {
 
   private val logger = LoggerFactory.getLogger("LoggingData")
 
   private val mlFlowClient = getMLFlowClient
-  private val runInfo = getRunInfo
+  private val runInfo = getRunInfo(experimentName)
   private val runId: String = getRunId(runInfo)
 
   setMLflowTags()
@@ -26,9 +27,10 @@ class LoggingData(sourceType: String, sourceName: String) {
     }
   }
 
-  private def getRunInfo: Option[RunInfo] = {
+  private def getRunInfo(experimentName: String): Option[RunInfo] = {
     try {
-      Some(mlFlowClient.get.createRun())
+      val expId = getOrCreateExperimentId(mlFlowClient.get, experimentName)
+      Some(mlFlowClient.get.createRun(expId))
     } catch {
       case e: Exception =>
         logger.warn("MlflowClient is not running")
@@ -36,6 +38,14 @@ class LoggingData(sourceType: String, sourceName: String) {
     }
   }
 
+  def getOrCreateExperimentId(client: MlflowClient, experimentName: String) : String = {
+    val opt = client.getExperimentByName(experimentName)
+    opt.isPresent match {
+      case true => opt.get().getExperimentId
+      case _ => client.createExperiment(experimentName)
+    }
+  }
+
   private def getRunId(runInfo: Option[RunInfo]): String = {
     if (runInfo.isDefined) {
       runInfo.get.getRunUuid
@@ -46,7 +56,7 @@ class LoggingData(sourceType: String, sourceName: String) {
 
   private def setMLflowTags(): Unit = {
     if (runId != "console") {
-      mlFlowClient.get.setTag(runId, "mlflow.runName", "SparkNLP 2.0.8")
+      mlFlowClient.get.setTag(runId, "mlflow.runName", "SparkNLP 2.1.0")
       mlFlowClient.get.setTag(runId, "mlflow.source.type", sourceType)
       mlFlowClient.get.setTag(runId, "mlflow.source.name", sourceName)
     }
@@ -92,12 +102,30 @@ class LoggingData(sourceType: String, sourceName: String) {
     }
   }
 
+  def logNerDLParams(nerDL: NerDLApproach): Unit = {
+    if (runId != "console") {
+      mlFlowClient.get.logParam(runId, "lr", nerDL.getLr.toString)
+      mlFlowClient.get.logParam(runId, "po", nerDL.getPo.toString)
+      mlFlowClient.get.logParam(runId, "batchSize", nerDL.getBatchSize.toString)
+      mlFlowClient.get.logParam(runId, "dropout", nerDL.getDropout.toString)
+      mlFlowClient.get.logParam(runId, "useContrib", nerDL.getUseContrib.toString)
+      mlFlowClient.get.logParam(runId, "trainValidationProp", nerDL.getTrainValidationProp.toString)
+    } else {
+      println(s"Parameters for $sourceName:")
+      println("lr: " + nerDL.getLr.toString)
+      println("po: " + nerDL.getPo.toString)
+      println("batchSize: " + nerDL.getBatchSize.toString)
+      println("dropout: " + nerDL.getDropout.toString)
+      println("useContrib: " + nerDL.getUseContrib.toString)
+      println("trainValidationProp: " + nerDL.getTrainValidationProp.toString)
+    }
+  }
+
   def logMetric(metric: String, value: Double): Unit = {
     val roundValue = BigDecimal(value).setScale(2, BigDecimal.RoundingMode.HALF_UP).toDouble
     if (runId != "console") {
       mlFlowClient.get.logMetric(runId, metric, roundValue)
     } else {
-      println(s"Accuracy Metrics for $sourceName:")
       println(metric + ": " + roundValue)
     }
   }
diff --git a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NerDLEvalTesSpec.scala b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NerDLEvalTesSpec.scala
index 8dc79f7533e48a..82f8d9421c386d 100644
--- a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NerDLEvalTesSpec.scala
+++ b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NerDLEvalTesSpec.scala
@@ -7,15 +7,15 @@ import org.scalatest.FlatSpec
 class NerDLEvalTesSpec extends FlatSpec {
 
   "A NER DL Evaluation" should "display accuracy results" in {
-    val trainFile = "./eng.train"
-    val testFiles = "./eng.test"
-    val format = "IOB"
-    val modelPath = "./ner_dl_1"
+    val trainFile = "./eng.train." //s3://auxdata.johnsnowlabs.com/public/resources/en/ner/conll-2003/eng.train
+    val testFiles = "./eng.testa" //s3://auxdata.johnsnowlabs.com/public/resources/en/ner/conll-2003/eng.testa
+    val format = ""
+    val modelPath = "./ner_dl"
 
     val glove = new WordEmbeddings()
       .setInputCols("sentence", "token")
       .setOutputCol("glove")
-      .setEmbeddingsSource("./embeddings.100d.txt",
+      .setEmbeddingsSource("./glove.6B.100d.txt", //s3://auxdata.johnsnowlabs.com/spark-nlp-resources/glove.6B.100d.txt
         100, WordEmbeddingsFormat.TEXT)
       .setCaseSensitive(true)
 
diff --git a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala
index 8f200a774774d8..8d80195823d450 100644
--- a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala
+++ b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala
@@ -9,8 +9,8 @@ class NorvigSpellEvalTestSpec extends FlatSpec {
 
     val trainFile = "src/test/resources/spell/sherlockholmes.txt"
     val dictionaryFile = "src/test/resources/spell/words.txt"
-    val groundTruthFile = "./ground_truth.txt"
-    val testFile = "./misspell.txt"
+    val groundTruthFile = "./ground_truth.txt" //spark-nlp-training/src/main/resources/spell/ground_truth.txt
+    val testFile = "./misspell.txt" //spark-nlp-training/src/main/resources/spell/misspell.txt
 
     val spell = new NorvigSweetingApproach()
       .setInputCols(Array("token"))
diff --git a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/SymSpellEvalTestSpec.scala b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/SymSpellEvalTestSpec.scala
index 18d43df4585e42..a50bac88042ba8 100644
--- a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/SymSpellEvalTestSpec.scala
+++ b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/SymSpellEvalTestSpec.scala
@@ -9,8 +9,8 @@ class SymSpellEvalTestSpec extends FlatSpec {
 
     val trainFile = "src/test/resources/spell/sherlockholmes.txt"
     val dictionaryFile = "src/test/resources/spell/words.txt"
-    val testFile = "./misspell.txt"
-    val groundTruthFile = "./ground_truth.txt"
+    val groundTruthFile = "./ground_truth.txt" //spark-nlp-training/src/main/resources/spell/ground_truth.txt
+    val testFile = "./misspell.txt" //spark-nlp-training/src/main/resources/spell/misspell.txt
 
     val spell = new SymmetricDeleteApproach()
       .setInputCols(Array("token"))
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.scala
index 14dec3d6e1bdf1..86ee1763076c1b 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.scala
@@ -40,9 +40,13 @@ class NerDLApproach(override val uid: String)
   val useContrib = new BooleanParam(this, "useContrib", "whether to use contrib LSTM Cells. Not compatible with Windows. Might slightly improve accuracy.")
   val trainValidationProp = new FloatParam(this, "trainValidationProp", "Choose the proportion of training dataset to be validated against the model on each Epoch. The value should be between 0.0 and 1.0 and by default it is 0.0 and off.")
 
+  def getLr: Float = $(this.lr)
+  def getPo: Float = $(this.po)
+  def getBatchSize: Int = $(this.batchSize)
+  def getDropout: Float = $(this.dropout)
   def getConfigProtoBytes: Option[Array[Byte]] = get(this.configProtoBytes).map(_.map(_.toByte))
-
-  def getUseContrib(): Boolean = $(this.useContrib)
+  def getUseContrib: Boolean = $(this.useContrib)
+  def getTrainValidationProp: Float = $(this.trainValidationProp)
 
   def setLr(lr: Float):NerDLApproach.this.type = set(this.lr, lr)
   def setPo(po: Float):NerDLApproach.this.type = set(this.po, po)
@@ -53,6 +57,7 @@ class NerDLApproach(override val uid: String)
   def setUseContrib(value: Boolean):NerDLApproach.this.type = if (value && SystemUtils.IS_OS_WINDOWS) throw new UnsupportedOperationException("Cannot set contrib in Windows") else set(useContrib, value)
   def setTrainValidationProp(trainValidationProp: Float):NerDLApproach.this.type = set(this.trainValidationProp, trainValidationProp)
 
+
   setDefault(
     minEpochs -> 0,
     maxEpochs -> 70,
@@ -95,7 +100,7 @@ class NerDLApproach(override val uid: String)
       settings
     )
 
-    val graphFile = NerDLApproach.searchForSuitableGraph(labels.length, embeddingsDim, chars.length, get(graphFolder), getUseContrib())
+    val graphFile = NerDLApproach.searchForSuitableGraph(labels.length, embeddingsDim, chars.length, get(graphFolder), getUseContrib)
 
     val graph = new Graph()
     val graphStream = ResourceHelper.getResourceStream(graphFile)

From 676e575406d754955f92ab7ccf9d1918b2ac6856 Mon Sep 17 00:00:00 2001
From: danilojsl <danilo@johnsnowlabs.com>
Date: Mon, 8 Jul 2019 09:16:45 -0500
Subject: [PATCH 23/36] Adds SparkNLP version to LoggingData

---
 .../scala/com/johnsnowlabs/nlp/eval/util/LoggingData.scala   | 5 ++++-
 src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala           | 4 +++-
 2 files changed, 7 insertions(+), 2 deletions(-)

diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/util/LoggingData.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/util/LoggingData.scala
index 703354a7595f6e..6111cae63e6c56 100644
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/util/LoggingData.scala
+++ b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/util/LoggingData.scala
@@ -1,5 +1,6 @@
 package com.johnsnowlabs.nlp.eval.util
 
+import com.johnsnowlabs.nlp.SparkNLP
 import com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach
 import com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach
 import com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach
@@ -56,9 +57,11 @@ class LoggingData(sourceType: String, sourceName: String, experimentName: String
 
   private def setMLflowTags(): Unit = {
     if (runId != "console") {
-      mlFlowClient.get.setTag(runId, "mlflow.runName", "SparkNLP 2.1.0")
+      mlFlowClient.get.setTag(runId, "mlflow.runName", "Spark NLP " + SparkNLP.currentVersion)
       mlFlowClient.get.setTag(runId, "mlflow.source.type", sourceType)
       mlFlowClient.get.setTag(runId, "mlflow.source.name", sourceName)
+    } else {
+      println("Spark NLP " + SparkNLP.currentVersion)
     }
   }
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala b/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
index 8134f2aebb8410..75eedea5870a2b 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
@@ -4,6 +4,8 @@ import org.apache.spark.sql.SparkSession
 
 object SparkNLP {
 
+  val currentVersion = "2.1.0-rc3"
+
   def start(includeOcr: Boolean = false): SparkSession = {
     val build = SparkSession.builder()
       .appName("Spark NLP")
@@ -24,7 +26,7 @@ object SparkNLP {
   }
 
   def version(): Unit = {
-    println("2.1.0-rc3")
+    println(currentVersion)
   }
 
 }

From d8f1653a530fb5dfaa61e8df4b21ed0522085e55 Mon Sep 17 00:00:00 2001
From: Maziyar Panahi <maziyar.panahi@iscpif.fr>
Date: Thu, 11 Jul 2019 13:17:13 +0200
Subject: [PATCH 24/36] [skip travis] Add scaladoc base directory

---
 build.sbt | 1 +
 1 file changed, 1 insertion(+)

diff --git a/build.sbt b/build.sbt
index 17fbd9b0a3b9cb..125b7b11dfa397 100644
--- a/build.sbt
+++ b/build.sbt
@@ -86,6 +86,7 @@ developers in ThisBuild:= List(
   Developer(id="showy", name="Eduardo Muñoz", email="eduardo@johnsnowlabs.com", url=url("https://github.com/showy"))
 )
 
+target in Compile in doc := baseDirectory.value / "docs/api"
 
 lazy val ocrDependencies = Seq(
   "net.sourceforge.tess4j" % "tess4j" % "4.2.1"

From b59f3585d0b9a7f868d0d0dc0ca52bc091e5707e Mon Sep 17 00:00:00 2001
From: Maziyar Panahi <maziyar.panahi@iscpif.fr>
Date: Thu, 11 Jul 2019 13:17:31 +0200
Subject: [PATCH 25/36] [skip travis] First scaladoc test

---
 .../johnsnowlabs/collections/SearchTrie$.html |  505 ++
 .../johnsnowlabs/collections/SearchTrie.html  |  633 ++
 .../com/johnsnowlabs/collections/package.html |  140 +
 docs/api/com/johnsnowlabs/ml/crf/Attr.html    |  510 ++
 .../com/johnsnowlabs/ml/crf/AttrFeature.html  |  510 ++
 .../api/com/johnsnowlabs/ml/crf/AttrStat.html |  493 ++
 .../com/johnsnowlabs/ml/crf/CrfDataset.html   |  493 ++
 .../com/johnsnowlabs/ml/crf/CrfParams.html    |  578 ++
 .../johnsnowlabs/ml/crf/DatasetEncoder.html   |  706 +++
 .../johnsnowlabs/ml/crf/DatasetMetadata.html  |  712 +++
 .../johnsnowlabs/ml/crf/DatasetReader$.html   |  550 ++
 .../johnsnowlabs/ml/crf/EdgeCalculator$.html  |  499 ++
 .../com/johnsnowlabs/ml/crf/FbCalculator.html |  689 +++
 .../api/com/johnsnowlabs/ml/crf/Instance.html |  476 ++
 .../johnsnowlabs/ml/crf/InstanceLabels.html   |  476 ++
 .../johnsnowlabs/ml/crf/L2DecayStrategy.html  |  638 ++
 .../johnsnowlabs/ml/crf/LinearChainCrf.html   |  570 ++
 .../ml/crf/LinearChainCrfModel.html           |  610 ++
 .../ml/crf/SerializedDatasetMetadata.html     |  563 ++
 .../ml/crf/SerializedLinearChainCrfModel.html |  512 ++
 .../ml/crf/SparseArray$$SeqWrapper.html       |  519 ++
 .../com/johnsnowlabs/ml/crf/SparseArray$.html |  504 ++
 .../com/johnsnowlabs/ml/crf/SparseArray.html  |  555 ++
 .../ml/crf/TextSentenceAttrs.html             |  476 ++
 .../ml/crf/TextSentenceLabels.html            |  476 ++
 .../com/johnsnowlabs/ml/crf/Transition.html   |  493 ++
 .../com/johnsnowlabs/ml/crf/VectorMath$.html  |  723 +++
 .../com/johnsnowlabs/ml/crf/WordAttrs.html    |  493 ++
 docs/api/com/johnsnowlabs/ml/crf/package.html |  512 ++
 docs/api/com/johnsnowlabs/ml/package.html     |  135 +
 .../ml/tensorflow/DatasetEncoderParams.html   |  561 ++
 .../johnsnowlabs/ml/tensorflow/Logging.html   |  556 ++
 .../johnsnowlabs/ml/tensorflow/NerBatch$.html |  501 ++
 .../johnsnowlabs/ml/tensorflow/NerBatch.html  |  624 ++
 .../ml/tensorflow/NerDatasetEncoder.html      |  679 ++
 .../ml/tensorflow/ReadTensorflowModel.html    |  522 ++
 .../ml/tensorflow/SentenceGrouper.html        |  527 ++
 .../ml/tensorflow/TensorResources$.html       |  552 ++
 .../ml/tensorflow/TensorResources.html        |  538 ++
 .../ml/tensorflow/TensorflowBert.html         |  574 ++
 .../ml/tensorflow/TensorflowNer.html          |  797 +++
 .../ml/tensorflow/TensorflowSpell.html        |  780 +++
 .../ml/tensorflow/TensorflowWrapper$.html     |  539 ++
 .../ml/tensorflow/TensorflowWrapper.html      |  608 ++
 .../johnsnowlabs/ml/tensorflow/Variables.html |  493 ++
 .../ml/tensorflow/WriteTensorflowModel.html   |  503 ++
 .../johnsnowlabs/ml/tensorflow/package.html   |  376 ++
 .../nlp/Annotation$$AnnotationContainer.html  |  476 ++
 ...nnotation$$extractors$$AnnotationData.html |  536 ++
 .../nlp/Annotation$$extractors$.html          |  519 ++
 .../api/com/johnsnowlabs/nlp/Annotation$.html |  780 +++
 docs/api/com/johnsnowlabs/nlp/Annotation.html |  614 ++
 .../johnsnowlabs/nlp/AnnotatorApproach.html   | 1646 +++++
 .../com/johnsnowlabs/nlp/AnnotatorModel.html  | 2046 ++++++
 .../com/johnsnowlabs/nlp/AnnotatorType$.html  |  720 +++
 docs/api/com/johnsnowlabs/nlp/Chunk2Doc$.html |  532 ++
 docs/api/com/johnsnowlabs/nlp/Chunk2Doc.html  | 2058 +++++++
 docs/api/com/johnsnowlabs/nlp/Doc2Chunk$.html |  532 ++
 docs/api/com/johnsnowlabs/nlp/Doc2Chunk.html  | 2306 +++++++
 .../johnsnowlabs/nlp/DocumentAssembler$.html  |  532 ++
 .../johnsnowlabs/nlp/DocumentAssembler.html   | 1653 +++++
 .../com/johnsnowlabs/nlp/FeaturesReader.html  |  608 ++
 .../com/johnsnowlabs/nlp/FeaturesWriter.html  | 1276 ++++
 docs/api/com/johnsnowlabs/nlp/Finisher$.html  |  532 ++
 docs/api/com/johnsnowlabs/nlp/Finisher.html   | 1740 ++++++
 .../api/com/johnsnowlabs/nlp/HasFeatures.html |  774 +++
 .../nlp/HasInputAnnotationCols.html           | 1010 +++
 .../nlp/HasOutputAnnotationCol.html           |  955 +++
 .../nlp/HasOutputAnnotatorType.html           |  525 ++
 .../com/johnsnowlabs/nlp/HasRecursiveFit.html |  502 ++
 .../com/johnsnowlabs/nlp/JavaAnnotation.html  |  578 ++
 .../com/johnsnowlabs/nlp/LightPipeline.html   |  723 +++
 .../nlp/ParamsAndFeaturesReadable.html        |  546 ++
 .../nlp/ParamsAndFeaturesWritable.html        | 1261 ++++
 .../com/johnsnowlabs/nlp/RawAnnotator.html    | 1954 ++++++
 .../johnsnowlabs/nlp/RecursivePipeline.html   | 1457 +++++
 docs/api/com/johnsnowlabs/nlp/SparkNLP$.html  |  533 ++
 .../com/johnsnowlabs/nlp/TokenAssembler$.html |  532 ++
 .../com/johnsnowlabs/nlp/TokenAssembler.html  | 2059 +++++++
 .../annotator/package$$BertEmbeddings$.html   |  640 ++
 .../annotator/package$$ChunkTokenizer$.html   |  530 ++
 .../nlp/annotator/package$$Chunker$.html      |  530 ++
 ...package$$ContextSpellCheckerApproach$.html |  530 ++
 .../package$$ContextSpellCheckerModel$.html   |  623 ++
 .../nlp/annotator/package$$DateMatcher$.html  |  530 ++
 .../package$$DeepSentenceDetector$.html       |  530 ++
 .../package$$DependencyParserApproach$.html   |  530 ++
 .../package$$DependencyParserModel$.html      |  568 ++
 .../nlp/annotator/package$$Lemmatizer$.html   |  530 ++
 .../annotator/package$$LemmatizerModel$.html  |  568 ++
 .../nlp/annotator/package$$NerConverter$.html |  549 ++
 .../annotator/package$$NerCrfApproach$.html   |  530 ++
 .../nlp/annotator/package$$NerCrfModel$.html  |  568 ++
 .../annotator/package$$NerDLApproach$.html    |  549 ++
 .../nlp/annotator/package$$NerDLModel$.html   |  623 ++
 .../nlp/annotator/package$$Normalizer$.html   |  530 ++
 .../annotator/package$$NormalizerModel$.html  |  549 ++
 .../package$$NorvigSweetingApproach$.html     |  530 ++
 .../package$$NorvigSweetingModel$.html        |  568 ++
 .../package$$PerceptronApproach$.html         |  530 ++
 ...ckage$$PerceptronApproachDistributed$.html |  530 ++
 .../annotator/package$$PerceptronModel$.html  |  568 ++
 .../nlp/annotator/package$$RegexMatcher$.html |  530 ++
 .../package$$RegexMatcherModel$.html          |  549 ++
 .../annotator/package$$SentenceDetector$.html |  530 ++
 .../package$$SentimentDetector$.html          |  530 ++
 .../package$$SentimentDetectorModel$.html     |  549 ++
 .../nlp/annotator/package$$Stemmer$.html      |  530 ++
 .../package$$SymmetricDeleteApproach$.html    |  530 ++
 .../package$$SymmetricDeleteModel$.html       |  568 ++
 .../nlp/annotator/package$$TextMatcher$.html  |  530 ++
 .../annotator/package$$TextMatcherModel$.html |  549 ++
 .../nlp/annotator/package$$Tokenizer$.html    |  549 ++
 ...ckage$$TypedDependencyParserApproach$.html |  530 ++
 .../package$$TypedDependencyParserModel$.html |  568 ++
 .../package$$ViveknSentimentApproach$.html    |  530 ++
 .../package$$ViveknSentimentModel$.html       |  568 ++
 .../annotator/package$$WordEmbeddings$.html   |  530 ++
 .../package$$WordEmbeddingsModel$.html        |  587 ++
 .../johnsnowlabs/nlp/annotator/package.html   | 1490 +++++
 .../nlp/annotators/ChunkTokenizer$.html       |  532 ++
 .../nlp/annotators/ChunkTokenizer.html        | 2570 ++++++++
 .../johnsnowlabs/nlp/annotators/Chunker$.html |  532 ++
 .../johnsnowlabs/nlp/annotators/Chunker.html  | 2126 +++++++
 .../nlp/annotators/DateMatcher$.html          |  532 ++
 .../nlp/annotators/DateMatcher.html           | 2111 +++++++
 .../nlp/annotators/EnglishStemmer$.html       |  499 ++
 .../nlp/annotators/Lemmatizer$.html           |  532 ++
 .../nlp/annotators/Lemmatizer.html            | 1727 ++++++
 .../nlp/annotators/LemmatizerModel$.html      |  570 ++
 .../nlp/annotators/LemmatizerModel.html       | 2092 +++++++
 .../nlp/annotators/Normalizer$.html           |  532 ++
 .../nlp/annotators/Normalizer.html            | 1863 ++++++
 .../nlp/annotators/NormalizerModel$.html      |  551 ++
 .../nlp/annotators/NormalizerModel.html       | 2279 +++++++
 .../nlp/annotators/PretrainedLemmatizer.html  |  502 ++
 .../nlp/annotators/PretrainedTokenizer.html   |  502 ++
 .../nlp/annotators/RegexMatcher$.html         |  532 ++
 .../nlp/annotators/RegexMatcher.html          | 1761 ++++++
 .../nlp/annotators/RegexMatcherModel$.html    |  551 ++
 .../nlp/annotators/RegexMatcherModel.html     | 2161 +++++++
 .../nlp/annotators/SimpleTokenizer.html       | 2126 +++++++
 .../johnsnowlabs/nlp/annotators/Stemmer$.html |  532 ++
 .../johnsnowlabs/nlp/annotators/Stemmer.html  | 2109 +++++++
 .../nlp/annotators/TextMatcher$.html          |  532 ++
 .../nlp/annotators/TextMatcher.html           | 1761 ++++++
 .../nlp/annotators/TextMatcherModel$.html     |  551 ++
 .../nlp/annotators/TextMatcherModel.html      | 2160 +++++++
 .../nlp/annotators/Tokenizer$.html            |  551 ++
 .../nlp/annotators/Tokenizer.html             | 2571 ++++++++
 .../nlp/annotators/common/Annotated$.html     |  521 ++
 .../nlp/annotators/common/Annotated.html      |  541 ++
 .../nlp/annotators/common/ChunkSplit$.html    |  536 ++
 .../nlp/annotators/common/ConllSentence.html  |  612 ++
 .../annotators/common/DependencyParsed$.html  |  552 ++
 .../common/DependencyParsedSentence.html      |  476 ++
 .../annotators/common/IndexedTaggedWord.html  |  561 ++
 .../nlp/annotators/common/IndexedToken.html   |  510 ++
 .../nlp/annotators/common/InfixToken$.html    |  501 ++
 .../nlp/annotators/common/InfixToken.html     |  540 ++
 .../annotators/common/LabeledDependency$.html |  586 ++
 .../nlp/annotators/common/NerTagged$.html     |  660 ++
 .../nlp/annotators/common/PosTagged$.html     |  626 ++
 .../nlp/annotators/common/PrefixedToken$.html |  501 ++
 .../nlp/annotators/common/PrefixedToken.html  |  540 ++
 .../common/PreprocessingParser.html           |  505 ++
 .../nlp/annotators/common/Sentence$.html      |  505 ++
 .../nlp/annotators/common/Sentence.html       |  530 ++
 .../nlp/annotators/common/SentenceSplit$.html |  536 ++
 .../nlp/annotators/common/SuffixedToken$.html |  501 ++
 .../nlp/annotators/common/SuffixedToken.html  |  540 ++
 .../nlp/annotators/common/Tagged.html         |  630 ++
 .../annotators/common/TaggedSentence$.html    |  505 ++
 .../nlp/annotators/common/TaggedSentence.html |  580 ++
 .../nlp/annotators/common/TaggedWord.html     |  493 ++
 .../nlp/annotators/common/TokenPiece.html     |  561 ++
 .../common/TokenPieceEmbeddings$.html         |  505 ++
 .../common/TokenPieceEmbeddings.html          |  580 ++
 .../annotators/common/TokenizedSentence.html  |  527 ++
 .../common/TokenizedWithSentence$.html        |  535 ++
 .../annotators/common/WordWithDependency.html |  527 ++
 .../common/WordpieceEmbeddingsSentence$.html  |  541 ++
 .../common/WordpieceEmbeddingsSentence.html   |  512 ++
 .../common/WordpieceTokenized$.html           |  535 ++
 .../common/WordpieceTokenizedSentence.html    |  476 ++
 .../nlp/annotators/common/package.html        |  702 +++
 .../nlp/annotators/ner/NamedEntity.html       |  544 ++
 .../nlp/annotators/ner/NerApproach.html       | 1125 ++++
 .../nlp/annotators/ner/NerConverter$.html     |  551 ++
 .../nlp/annotators/ner/NerConverter.html      | 2077 +++++++
 .../nlp/annotators/ner/NerTagsEncoding$.html  |  501 ++
 .../nlp/annotators/ner/Verbose$.html          |  854 +++
 .../ner/crf/DictionaryFeatures$.html          |  539 ++
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 .../annotators/ner/crf/FeatureGenerator.html  |  902 +++
 .../annotators/ner/crf/NerCrfApproach$.html   |  532 ++
 .../annotators/ner/crf/NerCrfApproach.html    | 2103 +++++++
 .../nlp/annotators/ner/crf/NerCrfModel$.html  |  570 ++
 .../nlp/annotators/ner/crf/NerCrfModel.html   | 2228 +++++++
 .../annotators/ner/crf/PretrainedNerCrf.html  |  502 ++
 .../nlp/annotators/ner/crf/package.html       |  241 +
 .../nlp/annotators/ner/dl/LoadsContrib$.html  |  567 ++
 .../nlp/annotators/ner/dl/NerDLApproach$.html |  551 ++
 .../nlp/annotators/ner/dl/NerDLApproach.html  | 2670 ++++++++
 .../nlp/annotators/ner/dl/NerDLModel$.html    |  625 ++
 .../nlp/annotators/ner/dl/NerDLModel.html     | 2281 +++++++
 .../ner/dl/NerDLModelPythonReader$.html       |  584 ++
 .../annotators/ner/dl/PretrainedNerDL.html    |  502 ++
 .../nlp/annotators/ner/dl/ReadsNERGraph.html  |  601 ++
 .../annotators/ner/dl/WithGraphResolver.html  |  502 ++
 .../nlp/annotators/ner/dl/package.html        |  257 +
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 .../johnsnowlabs/nlp/annotators/package.html  |  751 +++
 ...lizableFormat$$SerializableDateFormat.html |  555 ++
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 .../param/ExternalResourceParam.html          |  680 ++
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 .../param/WritableAnnotatorComponent.html     |  510 ++
 .../nlp/annotators/param/package.html         |  171 +
 .../parser/dep/DependencyParserApproach$.html |  532 ++
 .../parser/dep/DependencyParserApproach.html  | 1897 ++++++
 .../parser/dep/DependencyParserModel$.html    |  570 ++
 .../parser/dep/DependencyParserModel.html     | 2109 +++++++
 .../GreedyTransition/DependencyMaker$.html    |  505 ++
 .../DependencyMaker$CurrentState.html         |  578 ++
 .../DependencyMaker$ParseState.html           |  544 ++
 .../dep/GreedyTransition/DependencyMaker.html |  766 +++
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 .../GreedyTransition/package$$Feature.html    |  493 ++
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 .../parser/dep/GreedyTransition/package.html  |  368 ++
 .../parser/dep/Perceptron$WeightLearner.html  |  527 ++
 .../nlp/annotators/parser/dep/Perceptron.html |  713 +++
 .../dep/PretrainedDependencyParserModel.html  |  502 ++
 .../annotators/parser/dep/TagDictionary$.html |  499 ++
 .../nlp/annotators/parser/dep/Tagger$.html    |  505 ++
 .../nlp/annotators/parser/dep/Tagger.html     |  644 ++
 .../nlp/annotators/parser/dep/package.html    |  274 +
 .../nlp/annotators/parser/package.html        |  135 +
 .../annotators/parser/typdep/ConllData.html   |  757 +++
 .../parser/typdep/DependencyArcList.html      |  499 ++
 .../parser/typdep/DependencyInstance.html     |  844 +++
 .../parser/typdep/DependencyPipe.html         |  654 ++
 .../parser/typdep/LocalFeatureData.html       |  482 ++
 .../parser/typdep/LowRankTensor.html          |  499 ++
 .../nlp/annotators/parser/typdep/Options.html |  538 ++
 .../annotators/parser/typdep/Parameters.html  |  963 +++
 .../parser/typdep/PredictionParameters.html   |  519 ++
 .../PretrainedTypedDependencyParserModel.html |  502 ++
 .../parser/typdep/TrainDependencies.html      |  623 ++
 .../annotators/parser/typdep/TrainFile.html   |  493 ++
 .../parser/typdep/TypedDependencyParser.html  |  538 ++
 .../TypedDependencyParserApproach$.html       |  532 ++
 .../typdep/TypedDependencyParserApproach.html | 1795 ++++++
 .../typdep/TypedDependencyParserModel$.html   |  570 ++
 .../typdep/TypedDependencyParserModel.html    | 2177 +++++++
 .../typdep/feature/FeatureTemplate.html       |  502 ++
 .../feature/SyntacticFeatureFactory.html      |  827 +++
 .../parser/typdep/feature/package.html        |  135 +
 .../parser/typdep/io/Conll09Reader.html       |  572 ++
 .../parser/typdep/io/ConllUReader.html        |  572 ++
 .../parser/typdep/io/ConllWriter.html         |  519 ++
 .../parser/typdep/io/DependencyReader.html    |  576 ++
 .../annotators/parser/typdep/io/package.html  |  169 +
 .../nlp/annotators/parser/typdep/package.html |  444 ++
 .../parser/typdep/util/Alphabet.html          |  555 ++
 .../parser/typdep/util/Collector.html         |  522 ++
 .../parser/typdep/util/DependencyLabel.html   |  587 ++
 .../parser/typdep/util/Dictionary.html        |  671 ++
 .../parser/typdep/util/DictionarySet.html     |  640 ++
 .../parser/typdep/util/FeatureVector.html     |  657 ++
 .../parser/typdep/util/ScoreCollector.html    |  555 ++
 .../annotators/parser/typdep/util/Utils.html  |  482 ++
 .../parser/typdep/util/package.html           |  237 +
 .../nlp/annotators/pos/package.html           |  118 +
 .../pos/perceptron/AveragedPerceptron.html    |  561 ++
 .../pos/perceptron/PerceptronApproach$.html   |  532 ++
 .../pos/perceptron/PerceptronApproach.html    | 1731 ++++++
 .../PerceptronApproachDistributed$.html       |  532 ++
 .../PerceptronApproachDistributed.html        | 1782 ++++++
 .../pos/perceptron/PerceptronModel$.html      |  570 ++
 .../pos/perceptron/PerceptronModel.html       | 2134 +++++++
 .../pos/perceptron/PerceptronUtils.html       |  485 ++
 .../perceptron/PretrainedPerceptronModel.html |  502 ++
 .../StringMapStringDoubleAccumulator.html     |  712 +++
 .../perceptron/TrainingPerceptronLegacy.html  |  560 ++
 .../TupleKeyLongDoubleMapAccumulator.html     |  729 +++
 .../annotators/pos/perceptron/package.html    |  308 +
 .../sbd/SentenceDetectorParams.html           | 1176 ++++
 .../sbd/deep/DeepSentenceDetector$.html       |  532 ++
 .../sbd/deep/DeepSentenceDetector.html        | 2606 ++++++++
 .../nlp/annotators/sbd/deep/package.html      |  138 +
 .../nlp/annotators/sbd/package.html           |  155 +
 .../sbd/pragmatic/CustomPragmaticMethod.html  |  528 ++
 .../sbd/pragmatic/DefaultPragmaticMethod.html |  531 ++
 .../sbd/pragmatic/MixedPragmaticMethod.html   |  548 ++
 .../pragmatic/PragmaticContentFormatter$.html |  756 +++
 .../pragmatic/PragmaticContentFormatter.html  |  746 +++
 .../sbd/pragmatic/PragmaticDictionaries$.html |  585 ++
 .../sbd/pragmatic/PragmaticMethod.html        |  506 ++
 .../pragmatic/PragmaticSentenceExtractor.html |  524 ++
 .../sbd/pragmatic/PragmaticSymbols$.html      |  831 +++
 .../annotators/sbd/pragmatic/RuleSymbols.html |  664 ++
 .../sbd/pragmatic/SentenceDetector$.html      |  532 ++
 .../sbd/pragmatic/SentenceDetector.html       | 2366 +++++++
 .../nlp/annotators/sbd/pragmatic/package.html |  317 +
 .../nlp/annotators/sda/package.html           |  135 +
 .../sda/pragmatic/PragmaticScorer.html        |  525 ++
 .../sda/pragmatic/SentimentDetector$.html     |  532 ++
 .../sda/pragmatic/SentimentDetector.html      | 1880 ++++++
 .../pragmatic/SentimentDetectorModel$.html    |  551 ++
 .../sda/pragmatic/SentimentDetectorModel.html | 2285 +++++++
 .../nlp/annotators/sda/pragmatic/package.html |  191 +
 .../sda/vivekn/ViveknPretrainedModel.html     |  502 ++
 .../sda/vivekn/ViveknSentimentApproach.html   | 1919 ++++++
 .../sda/vivekn/ViveknSentimentModel$.html     |  570 ++
 .../sda/vivekn/ViveknSentimentModel.html      | 2406 ++++++++
 .../sda/vivekn/ViveknSentimentUtils.html      |  519 ++
 .../nlp/annotators/sda/vivekn/package.html    |  191 +
 .../context/ContextSpellCheckerApproach.html  | 2545 ++++++++
 .../context/ContextSpellCheckerModel$.html    |  625 ++
 .../context/ContextSpellCheckerModel.html     | 2935 +++++++++
 .../context/ContextSpellRegistrator.html      |  521 ++
 .../context/CustomTransducerSerializer.html   |  640 ++
 .../spell/context/HasTransducerFeatures.html  |  912 +++
 .../annotators/spell/context/OpenClose.html   |  493 ++
 .../spell/context/PretrainedSpellModel.html   |  502 ++
 .../context/ReadsLanguageModelGraph.html      |  601 ++
 .../spell/context/WeightedLevenshtein.html    |  570 ++
 .../nlp/annotators/spell/context/package.html |  291 +
 .../spell/context/parser/AgeToken$.html       |  609 ++
 .../spell/context/parser/DateToken$.html      |  730 +++
 .../spell/context/parser/MedicationClass.html |  663 ++
 .../spell/context/parser/NumberToken$.html    |  626 ++
 .../spell/context/parser/RegexParser.html     |  609 ++
 .../context/parser/SpecialClassParser.html    |  590 ++
 .../spell/context/parser/UnitToken$.html      |  626 ++
 .../spell/context/parser/VocabParser.html     |  626 ++
 .../spell/context/parser/package.html         |  240 +
 .../spell/norvig/NorvigSweetingApproach$.html |  532 ++
 .../spell/norvig/NorvigSweetingApproach.html  | 2171 +++++++
 .../spell/norvig/NorvigSweetingModel$.html    |  570 ++
 .../spell/norvig/NorvigSweetingModel.html     | 2741 ++++++++
 .../spell/norvig/NorvigSweetingParams.html    | 1363 ++++
 .../norvig/PretrainedNorvigSweeting.html      |  502 ++
 .../nlp/annotators/spell/norvig/package.html  |  206 +
 .../nlp/annotators/spell/package.html         |  169 +
 .../symmetric/PretrainedSymmetricDelete.html  |  502 ++
 .../symmetric/SymmetricDeleteApproach$.html   |  532 ++
 .../symmetric/SymmetricDeleteApproach.html    | 2060 +++++++
 .../symmetric/SymmetricDeleteModel$.html      |  570 ++
 .../SymmetricDeleteModel$SuggestedWord.html   |  527 ++
 .../spell/symmetric/SymmetricDeleteModel.html | 2611 ++++++++
 .../symmetric/SymmetricDeleteParams.html      | 1210 ++++
 .../annotators/spell/symmetric/package.html   |  214 +
 .../nlp/annotators/spell/util/Utilities$.html |  672 ++
 .../nlp/annotators/spell/util/package.html    |  118 +
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 .../johnsnowlabs/nlp/base$$Doc2Chunk$.html    |  526 ++
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 .../com/johnsnowlabs/nlp/base$$Finisher$.html |  526 ++
 .../nlp/base$$TokenAssembler$.html            |  526 ++
 docs/api/com/johnsnowlabs/nlp/base$.html      |  689 +++
 .../nlp/embeddings/BertEmbeddings$.html       |  642 ++
 .../nlp/embeddings/BertEmbeddings.html        | 2455 ++++++++
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 .../nlp/embeddings/ClusterWordEmbeddings.html |  576 ++
 .../nlp/embeddings/EmbeddingsHelper$.html     |  618 ++
 .../nlp/embeddings/EmbeddingsReadable.html    |  565 ++
 .../nlp/embeddings/HasEmbeddings.html         | 1023 +++
 .../nlp/embeddings/HasWordEmbeddings.html     | 1212 ++++
 .../nlp/embeddings/PretrainedBertModel.html   |  502 ++
 .../embeddings/PretrainedWordEmbeddings.html  |  502 ++
 .../embeddings/ReadBertTensorflowModel.html   |  555 ++
 .../nlp/embeddings/WordEmbeddings$.html       |  532 ++
 .../nlp/embeddings/WordEmbeddings.html        | 2105 +++++++
 .../nlp/embeddings/WordEmbeddingsFormat$.html |  854 +++
 .../embeddings/WordEmbeddingsIndexer$.html    |  553 ++
 .../nlp/embeddings/WordEmbeddingsModel$.html  |  589 ++
 .../nlp/embeddings/WordEmbeddingsModel.html   | 2389 +++++++
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 .../johnsnowlabs/nlp/embeddings/package.html  |  410 ++
 .../nlp/functions$$EachAnnotations.html       |  519 ++
 .../nlp/functions$$ExplodeAnnotations.html    |  519 ++
 .../nlp/functions$$FilterAnnotations.html     |  519 ++
 .../nlp/functions$$MapAnnotations.html        |  519 ++
 docs/api/com/johnsnowlabs/nlp/functions$.html |  553 ++
 docs/api/com/johnsnowlabs/nlp/package.html    |  758 +++
 .../nlp/pretrained/PretrainedPipeline.html    |  612 ++
 .../pretrained/PythonResourceDownloader$.html |  601 ++
 .../nlp/pretrained/RepositoryMetadata.html    |  546 ++
 .../nlp/pretrained/ResourceDownloader$.html   | 1038 ++++
 .../nlp/pretrained/ResourceDownloader.html    |  560 ++
 .../nlp/pretrained/ResourceMetadata$.html     |  624 ++
 .../nlp/pretrained/ResourceMetadata.html      |  631 ++
 .../nlp/pretrained/ResourceRequest.html       |  544 ++
 .../nlp/pretrained/ResourceType$.html         |  820 +++
 .../S3ResourceDownloader$S3ClientWrapper.html |  519 ++
 .../nlp/pretrained/S3ResourceDownloader.html  |  681 ++
 .../johnsnowlabs/nlp/pretrained/package.html  |  276 +
 .../nlp/serialization/ArrayFeature.html       |  882 +++
 .../nlp/serialization/Feature.html            |  869 +++
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 .../SerializedExternalResource.html           |  529 ++
 .../nlp/serialization/SetFeature.html         |  882 +++
 .../nlp/serialization/StructFeature.html      |  882 +++
 .../nlp/serialization/TransducerFeature.html  |  865 +++
 .../serialization/TransducerSeqFeature.html   |  882 +++
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 .../com/johnsnowlabs/nlp/training/CoNLL.html  |  850 +++
 .../nlp/training/CoNLL2003NerReader.html      |  521 ++
 .../nlp/training/CoNLLDocument.html           |  510 ++
 .../com/johnsnowlabs/nlp/training/POS.html    |  510 ++
 .../johnsnowlabs/nlp/training/package.html    |  171 +
 .../nlp/util/LruMap$KeyPriority.html          |  493 ++
 .../nlp/util/LruMap$KeyPriorityOrdering$.html |  837 +++
 .../api/com/johnsnowlabs/nlp/util/LruMap.html |  607 ++
 .../nlp/util/SparkNlpConfigKeys$.html         |  500 ++
 .../nlp/util/io/ExternalResource$.html        |  505 ++
 .../nlp/util/io/ExternalResource.html         |  532 ++
 .../com/johnsnowlabs/nlp/util/io/ReadAs$.html |  820 +++
 .../util/io/ResourceHelper$$SourceStream.html |  595 ++
 .../nlp/util/io/ResourceHelper$.html          |  780 +++
 .../com/johnsnowlabs/nlp/util/io/package.html |  174 +
 .../com/johnsnowlabs/nlp/util/package.html    |  173 +
 .../nlp/util/regex/MatchStrategy$.html        |  821 +++
 .../nlp/util/regex/RegexRule.html             |  574 ++
 .../nlp/util/regex/RuleFactory$.html          |  505 ++
 .../nlp/util/regex/RuleFactory$RuleMatch.html |  493 ++
 .../nlp/util/regex/RuleFactory.html           |  887 +++
 .../nlp/util/regex/TransformStrategy$.html    |  923 +++
 .../johnsnowlabs/nlp/util/regex/package.html  |  191 +
 docs/api/com/johnsnowlabs/package.html        |  169 +
 .../api/com/johnsnowlabs/util/Benchmark$.html |  584 ++
 docs/api/com/johnsnowlabs/util/Build$.html    |  499 ++
 .../johnsnowlabs/util/CoNLLGenerator$.html    |  550 ++
 .../com/johnsnowlabs/util/ConfigHelper$.html  |  669 ++
 .../com/johnsnowlabs/util/ConfigLoader$.html  |  516 ++
 .../com/johnsnowlabs/util/FileHelper$.html    |  516 ++
 .../api/com/johnsnowlabs/util/OcrMetrics.html |  499 ++
 .../johnsnowlabs/util/PipelineModels$.html    |  516 ++
 .../johnsnowlabs/util/TrainingHelper$.html    |  499 ++
 docs/api/com/johnsnowlabs/util/Version$.html  |  577 ++
 docs/api/com/johnsnowlabs/util/Version.html   |  512 ++
 .../johnsnowlabs/util/ZipArchiveUtil$.html    |  518 ++
 docs/api/com/johnsnowlabs/util/package.html   |  327 +
 .../util/spark/LongMapAccumulator.html        |  695 +++
 .../util/spark/MapAccumulator.html            |  712 +++
 .../com/johnsnowlabs/util/spark/package.html  |  135 +
 docs/api/com/package.html                     |  118 +
 docs/api/index.html                           |  216 +
 docs/api/index.js                             |    1 +
 docs/api/index/index-_.html                   |   20 +
 docs/api/index/index-a.html                   |  236 +
 docs/api/index/index-b.html                   |   65 +
 docs/api/index/index-c.html                   |  374 ++
 docs/api/index/index-d.html                   |  269 +
 docs/api/index/index-e.html                   |  176 +
 docs/api/index/index-f.html                   |  239 +
 docs/api/index/index-g.html                   |  650 ++
 docs/api/index/index-h.html                   |   47 +
 docs/api/index/index-i.html                   |  167 +
 docs/api/index/index-j.html                   |   26 +
 docs/api/index/index-k.html                   |   26 +
 docs/api/index/index-l.html                   |  215 +
 docs/api/index/index-m.html                   |  140 +
 docs/api/index/index-n.html                   |  158 +
 docs/api/index/index-o.html                   |   56 +
 docs/api/index/index-p.html                   |  323 +
 docs/api/index/index-q.html                   |   20 +
 docs/api/index/index-r.html                   |  236 +
 docs/api/index/index-s.html                   |  911 +++
 docs/api/index/index-t.html                   |  287 +
 docs/api/index/index-u.html                   |   68 +
 docs/api/index/index-v.html                   |  101 +
 docs/api/index/index-w.html                   |  128 +
 docs/api/index/index-x.html                   |   20 +
 docs/api/index/index-z.html                   |   23 +
 docs/api/lib/arrow-down.png                   |  Bin 0 -> 6232 bytes
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 docs/api/lib/diagrams.css                     |  143 +
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 docs/api/lib/fullcommenttopbg.gif             |  Bin 0 -> 1115 bytes
 docs/api/lib/index.css                        |  339 +
 docs/api/lib/index.js                         |  577 ++
 docs/api/lib/jquery-ui.js                     |    6 +
 docs/api/lib/jquery.js                        |    2 +
 docs/api/lib/jquery.layout.js                 | 5486 +++++++++++++++++
 docs/api/lib/modernizr.custom.js              |    4 +
 docs/api/lib/navigation-li-a.png              |  Bin 0 -> 1198 bytes
 docs/api/lib/navigation-li.png                |  Bin 0 -> 2441 bytes
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 docs/api/lib/ref-index.css                    |   30 +
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+<html>
+        <head>
+          <title>SearchTrie - com.johnsnowlabs.collections.SearchTrie</title>
+          <meta name="description" content="SearchTrie - com.johnsnowlabs.collections.SearchTrie" />
+          <meta name="keywords" content="SearchTrie com.johnsnowlabs.collections.SearchTrie" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.collections.SearchTrie$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="SearchTrie.html" title="See companion class"><img alt="Object/Class" src="../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.collections">collections</a></p>
+        <h1><a href="SearchTrie.html" title="See companion class">SearchTrie</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="SearchTrie.html" title="See companion class">class SearchTrie</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.collections">package collections</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie$" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SearchTrie</span><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.collections.SearchTrie"><span>SearchTrie</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie$@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.collections.SearchTrie#apply" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="apply(phrases:Array[Array[String]],caseSensitive:Boolean):com.johnsnowlabs.collections.SearchTrie"></a>
+      <a id="apply(Array[Array[String]],Boolean):SearchTrie"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">apply</span><span class="params">(<span name="phrases">phrases: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]]</span>, <span name="caseSensitive">caseSensitive: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <a href="SearchTrie.html" class="extype" name="com.johnsnowlabs.collections.SearchTrie">SearchTrie</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie$@apply(phrases:Array[Array[String]],caseSensitive:Boolean):com.johnsnowlabs.collections.SearchTrie" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie$@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/collections/SearchTrie.html b/docs/api/com/johnsnowlabs/collections/SearchTrie.html
new file mode 100644
index 00000000000000..77be1951fae291
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/collections/SearchTrie.html
@@ -0,0 +1,633 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SearchTrie - com.johnsnowlabs.collections.SearchTrie</title>
+          <meta name="description" content="SearchTrie - com.johnsnowlabs.collections.SearchTrie" />
+          <meta name="keywords" content="SearchTrie com.johnsnowlabs.collections.SearchTrie" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.collections.SearchTrie';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="SearchTrie$.html" title="See companion object"><img alt="Class/Object" src="../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.collections">collections</a></p>
+        <h1><a href="SearchTrie$.html" title="See companion object">SearchTrie</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="SearchTrie$.html" title="See companion object">object SearchTrie</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.collections">package collections</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SearchTrie</span><span class="params">(<span name="vocabulary">vocabulary: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Int">Int</span>]</span>, <span name="edges">edges: <span class="extype" name="scala.Predef.Map">Map</span>[(<span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Int">Int</span>), <span class="extype" name="scala.Int">Int</span>]</span>, <span name="nodes">nodes: <span class="extype" name="scala.Vector">Vector</span>[(<span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Boolean">Boolean</span>, <span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Int">Int</span>)]</span>, <span name="caseSensitive">caseSensitive: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Immutable Collection that used for fast substring search
+Implementation of Aho-Corasick algorithm https://en.wikipedia.org/wiki/Aho%E2%80%93Corasick_algorithm
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.collections.SearchTrie"><span>SearchTrie</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.collections.SearchTrie#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(vocabulary:Map[String,Int],edges:Map[(Int,Int),Int],nodes:Vector[(Int,Boolean,Int,Int)],caseSensitive:Boolean):com.johnsnowlabs.collections.SearchTrie"></a>
+      <a id="&lt;init&gt;:SearchTrie"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SearchTrie</span><span class="params">(<span name="vocabulary">vocabulary: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Int">Int</span>]</span>, <span name="edges">edges: <span class="extype" name="scala.Predef.Map">Map</span>[(<span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Int">Int</span>), <span class="extype" name="scala.Int">Int</span>]</span>, <span name="nodes">nodes: <span class="extype" name="scala.Vector">Vector</span>[(<span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Boolean">Boolean</span>, <span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Int">Int</span>)]</span>, <span name="caseSensitive">caseSensitive: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@&lt;init&gt;(vocabulary:Map[String,Int],edges:Map[(Int,Int),Int],nodes:Vector[(Int,Boolean,Int,Int)],caseSensitive:Boolean):com.johnsnowlabs.collections.SearchTrie" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.collections.SearchTrie#caseSearch" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="caseSearch:String=&gt;Int"></a>
+      <a id="caseSearch:(String)⇒Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">caseSearch</span><span class="result">: (<span class="extype" name="scala.Predef.String">String</span>) ⇒ <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@caseSearch:String=&gt;Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.collections.SearchTrie#caseSensitive" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="caseSensitive:Boolean"></a>
+      <a id="caseSensitive:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">caseSensitive</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@caseSensitive:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.collections.SearchTrie#edges" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="edges:Map[(Int,Int),Int]"></a>
+      <a id="edges:Map[(Int,Int),Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">edges</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[(<span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Int">Int</span>), <span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@edges:Map[(Int,Int),Int]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.collections.SearchTrie#isLeaf" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="isLeaf(nodeId:Int):Boolean"></a>
+      <a id="isLeaf(Int):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isLeaf</span><span class="params">(<span name="nodeId">nodeId: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@isLeaf(nodeId:Int):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.collections.SearchTrie#lastLeaf" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="lastLeaf(nodeId:Int):Int"></a>
+      <a id="lastLeaf(Int):Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">lastLeaf</span><span class="params">(<span name="nodeId">nodeId: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@lastLeaf(nodeId:Int):Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.collections.SearchTrie#length" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="length(nodeId:Int):Int"></a>
+      <a id="length(Int):Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">length</span><span class="params">(<span name="nodeId">nodeId: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@length(nodeId:Int):Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.collections.SearchTrie#nodes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="nodes:Vector[(Int,Boolean,Int,Int)]"></a>
+      <a id="nodes:Vector[(Int,Boolean,Int,Int)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">nodes</span><span class="result">: <span class="extype" name="scala.Vector">Vector</span>[(<span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Boolean">Boolean</span>, <span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Int">Int</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@nodes:Vector[(Int,Boolean,Int,Int)]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.collections.SearchTrie#pi" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="pi(nodeId:Int):Int"></a>
+      <a id="pi(Int):Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pi</span><span class="params">(<span name="nodeId">nodeId: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@pi(nodeId:Int):Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.collections.SearchTrie#search" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="search(text:Seq[String]):Seq[(Int,Int)]"></a>
+      <a id="search(Seq[String]):Seq[(Int,Int)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">search</span><span class="params">(<span name="text">text: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[(<span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Int">Int</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@search(text:Seq[String]):Seq[(Int,Int)]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Searchs phrases in the text</p><div class="fullcomment"><div class="comment cmt"><p>Searchs phrases in the text</p></div><dl class="paramcmts block"><dt class="param">text</dt><dd class="cmt"><p>test to search in</p></dd><dt>returns</dt><dd class="cmt"><p>Iterator with pairs of (begin, end)</p></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.collections.SearchTrie#vocabulary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="vocabulary:Map[String,Int]"></a>
+      <a id="vocabulary:Map[String,Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">vocabulary</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@vocabulary:Map[String,Int]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.SearchTrie@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/collections/package.html b/docs/api/com/johnsnowlabs/collections/package.html
new file mode 100644
index 00000000000000..532480d1bd73b7
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/collections/package.html
@@ -0,0 +1,140 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>collections - com.johnsnowlabs.collections</title>
+          <meta name="description" content="collections - com.johnsnowlabs.collections" />
+          <meta name="keywords" content="collections com.johnsnowlabs.collections" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.collections.package';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Package" src="../../../lib/package_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a></p>
+        <h1>collections</h1><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.package" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <span class="name">collections</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        
+        
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.collections.SearchTrie" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SearchTrieextendsProductwithSerializable"></a>
+      <a id="SearchTrie:SearchTrie"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="SearchTrie.html"><span class="name">SearchTrie</span></a><span class="params">(<span name="vocabulary">vocabulary: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Int">Int</span>]</span>, <span name="edges">edges: <span class="extype" name="scala.Predef.Map">Map</span>[(<span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Int">Int</span>), <span class="extype" name="scala.Int">Int</span>]</span>, <span name="nodes">nodes: <span class="extype" name="scala.Vector">Vector</span>[(<span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Boolean">Boolean</span>, <span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Int">Int</span>)]</span>, <span name="caseSensitive">caseSensitive: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.package@SearchTrieextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Immutable Collection that used for fast substring search
+Implementation of Aho-Corasick algorithm https://en.wikipedia.org/wiki/Aho%E2%80%93Corasick_algorithm
+</p>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="com.johnsnowlabs.collections.SearchTrie" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SearchTrie"></a>
+      <a id="SearchTrie:SearchTrie"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="SearchTrie$.html"><span class="name">SearchTrie</span></a><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.collections.package@SearchTrie" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/ml/crf/Attr.html b/docs/api/com/johnsnowlabs/ml/crf/Attr.html
new file mode 100644
index 00000000000000..708fda162c5f40
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/crf/Attr.html
@@ -0,0 +1,510 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Attr - com.johnsnowlabs.ml.crf.Attr</title>
+          <meta name="description" content="Attr - com.johnsnowlabs.ml.crf.Attr" />
+          <meta name="keywords" content="Attr com.johnsnowlabs.ml.crf.Attr" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.ml.crf.Attr';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a></p>
+        <h1>Attr</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Attr" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Attr</span><span class="params">(<span name="id">id: <span class="extype" name="scala.Int">Int</span></span>, <span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="isNumerical">isNumerical: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.crf.Attr"><span>Attr</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.crf.Attr#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(id:Int,name:String,isNumerical:Boolean):com.johnsnowlabs.ml.crf.Attr"></a>
+      <a id="&lt;init&gt;:Attr"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Attr</span><span class="params">(<span name="id">id: <span class="extype" name="scala.Int">Int</span></span>, <span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="isNumerical">isNumerical: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Attr@&lt;init&gt;(id:Int,name:String,isNumerical:Boolean):com.johnsnowlabs.ml.crf.Attr" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Attr@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Attr@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Attr@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Attr@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Attr@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Attr@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Attr@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Attr@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.Attr#id" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="id:Int"></a>
+      <a id="id:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">id</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Attr@id:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Attr@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.Attr#isNumerical" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="isNumerical:Boolean"></a>
+      <a id="isNumerical:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isNumerical</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Attr@isNumerical:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.Attr#name" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="name:String"></a>
+      <a id="name:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">name</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Attr@name:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Attr@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Attr@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Attr@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Attr@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Attr@wait():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Attr@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Attr@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/ml/crf/AttrFeature.html b/docs/api/com/johnsnowlabs/ml/crf/AttrFeature.html
new file mode 100644
index 00000000000000..24b903bdf34f85
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/crf/AttrFeature.html
@@ -0,0 +1,510 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>AttrFeature - com.johnsnowlabs.ml.crf.AttrFeature</title>
+          <meta name="description" content="AttrFeature - com.johnsnowlabs.ml.crf.AttrFeature" />
+          <meta name="keywords" content="AttrFeature com.johnsnowlabs.ml.crf.AttrFeature" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
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+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.ml.crf.AttrFeature';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a></p>
+        <h1>AttrFeature</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.AttrFeature" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AttrFeature</span><span class="params">(<span name="id">id: <span class="extype" name="scala.Int">Int</span></span>, <span name="attrId">attrId: <span class="extype" name="scala.Int">Int</span></span>, <span name="label">label: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.crf.AttrFeature"><span>AttrFeature</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.crf.AttrFeature#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(id:Int,attrId:Int,label:Int):com.johnsnowlabs.ml.crf.AttrFeature"></a>
+      <a id="&lt;init&gt;:AttrFeature"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AttrFeature</span><span class="params">(<span name="id">id: <span class="extype" name="scala.Int">Int</span></span>, <span name="attrId">attrId: <span class="extype" name="scala.Int">Int</span></span>, <span name="label">label: <span class="extype" name="scala.Int">Int</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.AttrFeature@&lt;init&gt;(id:Int,attrId:Int,label:Int):com.johnsnowlabs.ml.crf.AttrFeature" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.AttrFeature@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.AttrFeature@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.AttrFeature@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.AttrFeature@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.AttrFeature#attrId" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="attrId:Int"></a>
+      <a id="attrId:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">attrId</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.AttrFeature@attrId:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.AttrFeature@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.AttrFeature@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </span>
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+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+    </li><li name="com.johnsnowlabs.ml.crf.AttrFeature#id" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="id:Int"></a>
+      <a id="id:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
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+      </span>
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="com.johnsnowlabs.ml.crf.AttrFeature#label" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="label:Int"></a>
+      <a id="label:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">label</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.AttrFeature@label:Int" title="Permalink" target="_top">
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+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.AttrFeature@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.AttrFeature@notify():Unit" title="Permalink" target="_top">
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.AttrFeature@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.AttrFeature@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.AttrFeature@wait():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.AttrFeature@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.AttrFeature@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/ml/crf/AttrStat.html b/docs/api/com/johnsnowlabs/ml/crf/AttrStat.html
new file mode 100644
index 00000000000000..8fc97f64f4f2af
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/crf/AttrStat.html
@@ -0,0 +1,493 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>AttrStat - com.johnsnowlabs.ml.crf.AttrStat</title>
+          <meta name="description" content="AttrStat - com.johnsnowlabs.ml.crf.AttrStat" />
+          <meta name="keywords" content="AttrStat com.johnsnowlabs.ml.crf.AttrStat" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
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+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.ml.crf.AttrStat';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a></p>
+        <h1>AttrStat</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.AttrStat" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AttrStat</span><span class="params">(<span name="frequency">frequency: <span class="extype" name="scala.Int">Int</span></span>, <span name="sum">sum: <span class="extype" name="scala.Float">Float</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.crf.AttrStat"><span>AttrStat</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.crf.AttrStat#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(frequency:Int,sum:Float):com.johnsnowlabs.ml.crf.AttrStat"></a>
+      <a id="&lt;init&gt;:AttrStat"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AttrStat</span><span class="params">(<span name="frequency">frequency: <span class="extype" name="scala.Int">Int</span></span>, <span name="sum">sum: <span class="extype" name="scala.Float">Float</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.AttrStat@&lt;init&gt;(frequency:Int,sum:Float):com.johnsnowlabs.ml.crf.AttrStat" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.AttrStat@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.AttrStat@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <a id="sum:Float"></a>
+      <a id="sum:Float"></a>
+      <h4 class="signature">
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+        <span class="kind">val</span>
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+      <span class="symbol">
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+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+              
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+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
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+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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+        <h1>CrfDataset</h1><h3><span class="morelinks"><div>Related Doc:
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+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
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+                  <li class="in" name="com.johnsnowlabs.ml.crf.CrfDataset"><span>CrfDataset</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
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+              <li class="hideall out"><span>Hide All</span></li>
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+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.crf.CrfDataset#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(instances:Seq[(com.johnsnowlabs.ml.crf.InstanceLabels,com.johnsnowlabs.ml.crf.Instance)],metadata:com.johnsnowlabs.ml.crf.DatasetMetadata):com.johnsnowlabs.ml.crf.CrfDataset"></a>
+      <a id="&lt;init&gt;:CrfDataset"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">CrfDataset</span><span class="params">(<span name="instances">instances: <span class="extype" name="scala.Seq">Seq</span>[(<a href="InstanceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.InstanceLabels">InstanceLabels</a>, <a href="Instance.html" class="extype" name="com.johnsnowlabs.ml.crf.Instance">Instance</a>)]</span>, <span name="metadata">metadata: <a href="DatasetMetadata.html" class="extype" name="com.johnsnowlabs.ml.crf.DatasetMetadata">DatasetMetadata</a></span>)</span>
+      </span>
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+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfDataset@&lt;init&gt;(instances:Seq[(com.johnsnowlabs.ml.crf.InstanceLabels,com.johnsnowlabs.ml.crf.Instance)],metadata:com.johnsnowlabs.ml.crf.DatasetMetadata):com.johnsnowlabs.ml.crf.CrfDataset" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </li></ol>
+            </div>
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+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfDataset@##():Int" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfDataset@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfDataset@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfDataset@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfDataset@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfDataset@finalize():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfDataset@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.CrfDataset#instances" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="instances:Seq[(com.johnsnowlabs.ml.crf.InstanceLabels,com.johnsnowlabs.ml.crf.Instance)]"></a>
+      <a id="instances:Seq[(InstanceLabels,Instance)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">instances</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[(<a href="InstanceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.InstanceLabels">InstanceLabels</a>, <a href="Instance.html" class="extype" name="com.johnsnowlabs.ml.crf.Instance">Instance</a>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfDataset@instances:Seq[(com.johnsnowlabs.ml.crf.InstanceLabels,com.johnsnowlabs.ml.crf.Instance)]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfDataset@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.CrfDataset#metadata" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="metadata:com.johnsnowlabs.ml.crf.DatasetMetadata"></a>
+      <a id="metadata:DatasetMetadata"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">metadata</span><span class="result">: <a href="DatasetMetadata.html" class="extype" name="com.johnsnowlabs.ml.crf.DatasetMetadata">DatasetMetadata</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfDataset@metadata:com.johnsnowlabs.ml.crf.DatasetMetadata" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfDataset@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfDataset@notify():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfDataset@notifyAll():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfDataset@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfDataset@wait():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfDataset@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfDataset@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
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+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/CrfParams.html b/docs/api/com/johnsnowlabs/ml/crf/CrfParams.html
new file mode 100644
index 00000000000000..866593a450b6fd
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/crf/CrfParams.html
@@ -0,0 +1,578 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>CrfParams - com.johnsnowlabs.ml.crf.CrfParams</title>
+          <meta name="description" content="CrfParams - com.johnsnowlabs.ml.crf.CrfParams" />
+          <meta name="keywords" content="CrfParams com.johnsnowlabs.ml.crf.CrfParams" />
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+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a></p>
+        <h1>CrfParams</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">CrfParams</span><span class="params">(<span name="minEpochs">minEpochs: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">10</span></span>, <span name="maxEpochs">maxEpochs: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">1000</span></span>, <span name="l2">l2: <span class="extype" name="scala.Float">Float</span> = <span class="symbol">1f</span></span>, <span name="c0">c0: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">1500000</span></span>, <span name="lossEps">lossEps: <span class="extype" name="scala.Float">Float</span> = <span class="symbol">1e-4f</span></span>, <span name="randomSeed">randomSeed: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Int">Int</span>] = <span class="symbol">None</span></span>, <span name="verbose">verbose: <a href="../../nlp/annotators/ner/Verbose$.html#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.Verbose.Value">nlp.annotators.ner.Verbose.Value</a> = <span class="symbol"><span class="name"><a href="../../../package.html">Verbose.Silent</a></span></span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Hyper Parameters and Setting for LinearChainCrf training</p></div><dl class="paramcmts block"><dt class="param">minEpochs</dt><dd class="cmt"><p>- Minimum number of epochs to train</p></dd><dt class="param">maxEpochs</dt><dd class="cmt"><p>- Maximum number of epochs to train</p></dd><dt class="param">l2</dt><dd class="cmt"><p>- l2 regularization coefficient</p></dd><dt class="param">c0</dt><dd class="cmt"><p>- Initial number of steps in decay strategy</p></dd><dt class="param">lossEps</dt><dd class="cmt"><p>- If loss after a SGD epochs haven't improved (absolutely) more than lossEps, then training is stopped</p></dd><dt class="param">randomSeed</dt><dd class="cmt"><p>- Seed for random</p></dd><dt class="param">verbose</dt><dd class="cmt"><p>- Level of verbosity during training procedure</p></dd></dl><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
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+                <span class="filtertype">Inherited<br />
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+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.crf.CrfParams"><span>CrfParams</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+      </div>
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+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.crf.CrfParams#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;(minEpochs:Int,maxEpochs:Int,l2:Float,c0:Int,lossEps:Float,randomSeed:Option[Int],verbose:com.johnsnowlabs.nlp.annotators.ner.Verbose.Value):com.johnsnowlabs.ml.crf.CrfParams"></a>
+      <a id="&lt;init&gt;:CrfParams"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">CrfParams</span><span class="params">(<span name="minEpochs">minEpochs: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">10</span></span>, <span name="maxEpochs">maxEpochs: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">1000</span></span>, <span name="l2">l2: <span class="extype" name="scala.Float">Float</span> = <span class="symbol">1f</span></span>, <span name="c0">c0: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">1500000</span></span>, <span name="lossEps">lossEps: <span class="extype" name="scala.Float">Float</span> = <span class="symbol">1e-4f</span></span>, <span name="randomSeed">randomSeed: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Int">Int</span>] = <span class="symbol">None</span></span>, <span name="verbose">verbose: <a href="../../nlp/annotators/ner/Verbose$.html#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.Verbose.Value">nlp.annotators.ner.Verbose.Value</a> = <span class="symbol"><span class="name"><a href="../../../package.html">Verbose.Silent</a></span></span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@&lt;init&gt;(minEpochs:Int,maxEpochs:Int,l2:Float,c0:Int,lossEps:Float,randomSeed:Option[Int],verbose:com.johnsnowlabs.nlp.annotators.ner.Verbose.Value):com.johnsnowlabs.ml.crf.CrfParams" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">minEpochs</dt><dd class="cmt"><p>- Minimum number of epochs to train</p></dd><dt class="param">maxEpochs</dt><dd class="cmt"><p>- Maximum number of epochs to train</p></dd><dt class="param">l2</dt><dd class="cmt"><p>- l2 regularization coefficient</p></dd><dt class="param">c0</dt><dd class="cmt"><p>- Initial number of steps in decay strategy</p></dd><dt class="param">lossEps</dt><dd class="cmt"><p>- If loss after a SGD epochs haven't improved (absolutely) more than lossEps, then training is stopped</p></dd><dt class="param">randomSeed</dt><dd class="cmt"><p>- Seed for random</p></dd><dt class="param">verbose</dt><dd class="cmt"><p>- Level of verbosity during training procedure</p></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@##():Int" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@==(x$1:Any):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.CrfParams#c0" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="c0:Int"></a>
+      <a id="c0:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">c0</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@c0:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">- Initial number of steps in decay strategy</p>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@finalize():Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@getClass():Class[_]" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.CrfParams#l2" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="l2:Float"></a>
+      <a id="l2:Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">l2</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@l2:Float" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">- l2 regularization coefficient</p>
+    </li><li name="com.johnsnowlabs.ml.crf.CrfParams#lossEps" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="lossEps:Float"></a>
+      <a id="lossEps:Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">lossEps</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@lossEps:Float" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">- If loss after a SGD epochs haven't improved (absolutely) more than lossEps, then training is stopped</p>
+    </li><li name="com.johnsnowlabs.ml.crf.CrfParams#maxEpochs" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="maxEpochs:Int"></a>
+      <a id="maxEpochs:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxEpochs</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@maxEpochs:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">- Maximum number of epochs to train</p>
+    </li><li name="com.johnsnowlabs.ml.crf.CrfParams#minEpochs" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="minEpochs:Int"></a>
+      <a id="minEpochs:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">minEpochs</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@minEpochs:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">- Minimum number of epochs to train</p>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.CrfParams#randomSeed" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="randomSeed:Option[Int]"></a>
+      <a id="randomSeed:Option[Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">randomSeed</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@randomSeed:Option[Int]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">- Seed for random</p>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.CrfParams#verbose" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="verbose:com.johnsnowlabs.nlp.annotators.ner.Verbose.Value"></a>
+      <a id="verbose:nlp.annotators.ner.Verbose.Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">verbose</span><span class="result">: <a href="../../nlp/annotators/ner/Verbose$.html#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.Verbose.Value">nlp.annotators.ner.Verbose.Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@verbose:com.johnsnowlabs.nlp.annotators.ner.Verbose.Value" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">- Level of verbosity during training procedure</p>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.CrfParams@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/ml/crf/DatasetEncoder.html b/docs/api/com/johnsnowlabs/ml/crf/DatasetEncoder.html
new file mode 100644
index 00000000000000..58383b8999c007
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/crf/DatasetEncoder.html
@@ -0,0 +1,706 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DatasetEncoder - com.johnsnowlabs.ml.crf.DatasetEncoder</title>
+          <meta name="description" content="DatasetEncoder - com.johnsnowlabs.ml.crf.DatasetEncoder" />
+          <meta name="keywords" content="DatasetEncoder com.johnsnowlabs.ml.crf.DatasetEncoder" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
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+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
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+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a></p>
+        <h1>DatasetEncoder</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DatasetEncoder</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.crf.DatasetEncoder"><span>DatasetEncoder</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.crf.DatasetEncoder#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(startLabel:String):com.johnsnowlabs.ml.crf.DatasetEncoder"></a>
+      <a id="&lt;init&gt;:DatasetEncoder"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DatasetEncoder</span><span class="params">(<span name="startLabel">startLabel: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;@#Start&quot;</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@&lt;init&gt;(startLabel:String):com.johnsnowlabs.ml.crf.DatasetEncoder" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetEncoder#attr2Id" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="attr2Id:scala.collection.mutable.Map[String,Int]"></a>
+      <a id="attr2Id:Map[String,Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">attr2Id</span><span class="result">: <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@attr2Id:scala.collection.mutable.Map[String,Int]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetEncoder#attrFeatures" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="attrFeatures:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.ml.crf.AttrFeature]"></a>
+      <a id="attrFeatures:ArrayBuffer[AttrFeature]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">attrFeatures</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="AttrFeature.html" class="extype" name="com.johnsnowlabs.ml.crf.AttrFeature">AttrFeature</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@attrFeatures:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.ml.crf.AttrFeature]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetEncoder#attrFeatures2Id" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="attrFeatures2Id:scala.collection.mutable.Map[(Int,Int),Int]"></a>
+      <a id="attrFeatures2Id:Map[(Int,Int),Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">attrFeatures2Id</span><span class="result">: <span class="extype" name="scala.collection.mutable.Map">Map</span>[(<span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Int">Int</span>), <span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@attrFeatures2Id:scala.collection.mutable.Map[(Int,Int),Int]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetEncoder#attrFeaturesFreq" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="attrFeaturesFreq:scala.collection.mutable.ArrayBuffer[Int]"></a>
+      <a id="attrFeaturesFreq:ArrayBuffer[Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">attrFeaturesFreq</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@attrFeaturesFreq:scala.collection.mutable.ArrayBuffer[Int]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetEncoder#attrFeaturesSum" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="attrFeaturesSum:scala.collection.mutable.ArrayBuffer[Float]"></a>
+      <a id="attrFeaturesSum:ArrayBuffer[Float]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">attrFeaturesSum</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<span class="extype" name="scala.Float">Float</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@attrFeaturesSum:scala.collection.mutable.ArrayBuffer[Float]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetEncoder#attributes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="attributes:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.ml.crf.Attr]"></a>
+      <a id="attributes:ArrayBuffer[Attr]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">attributes</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="Attr.html" class="extype" name="com.johnsnowlabs.ml.crf.Attr">Attr</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@attributes:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.ml.crf.Attr]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetEncoder#getFeatures" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getFeatures(prevLabel:String,label:String,binaryAttrs:Seq[String],numAttrs:Seq[Float]):(Int,com.johnsnowlabs.ml.crf.SparseArray)"></a>
+      <a id="getFeatures(String,String,Seq[String],Seq[Float]):(Int,SparseArray)"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFeatures</span><span class="params">(<span name="prevLabel">prevLabel: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="#startLabel:String">startLabel</a></span></span></span>, <span name="label">label: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="binaryAttrs">binaryAttrs: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="numAttrs">numAttrs: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Float">Float</span>]</span>)</span><span class="result">: (<span class="extype" name="scala.Int">Int</span>, <a href="SparseArray.html" class="extype" name="com.johnsnowlabs.ml.crf.SparseArray">SparseArray</a>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@getFeatures(prevLabel:String,label:String,binaryAttrs:Seq[String],numAttrs:Seq[Float]):(Int,com.johnsnowlabs.ml.crf.SparseArray)" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetEncoder#getMetadata" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getMetadata:com.johnsnowlabs.ml.crf.DatasetMetadata"></a>
+      <a id="getMetadata:DatasetMetadata"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getMetadata</span><span class="result">: <a href="DatasetMetadata.html" class="extype" name="com.johnsnowlabs.ml.crf.DatasetMetadata">DatasetMetadata</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@getMetadata:com.johnsnowlabs.ml.crf.DatasetMetadata" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetEncoder#label2Id" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="label2Id:scala.collection.mutable.Map[String,Int]"></a>
+      <a id="label2Id:Map[String,Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">label2Id</span><span class="result">: <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@label2Id:scala.collection.mutable.Map[String,Int]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetEncoder#startLabel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="startLabel:String"></a>
+      <a id="startLabel:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">startLabel</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@startLabel:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetEncoder#transFeaturesFreq" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="transFeaturesFreq:scala.collection.mutable.Map[com.johnsnowlabs.ml.crf.Transition,Int]"></a>
+      <a id="transFeaturesFreq:Map[Transition,Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transFeaturesFreq</span><span class="result">: <span class="extype" name="scala.collection.mutable.Map">Map</span>[<a href="Transition.html" class="extype" name="com.johnsnowlabs.ml.crf.Transition">Transition</a>, <span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@transFeaturesFreq:scala.collection.mutable.Map[com.johnsnowlabs.ml.crf.Transition,Int]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetEncoder#transitions" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="transitions:Seq[com.johnsnowlabs.ml.crf.Transition]"></a>
+      <a id="transitions:Seq[Transition]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transitions</span><span class="result">: <span class="extype" name="scala.collection.Seq">Seq</span>[<a href="Transition.html" class="extype" name="com.johnsnowlabs.ml.crf.Transition">Transition</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@transitions:Seq[com.johnsnowlabs.ml.crf.Transition]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetEncoder@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/ml/crf/DatasetMetadata.html b/docs/api/com/johnsnowlabs/ml/crf/DatasetMetadata.html
new file mode 100644
index 00000000000000..20960c3561d0a6
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/crf/DatasetMetadata.html
@@ -0,0 +1,712 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DatasetMetadata - com.johnsnowlabs.ml.crf.DatasetMetadata</title>
+          <meta name="description" content="DatasetMetadata - com.johnsnowlabs.ml.crf.DatasetMetadata" />
+          <meta name="keywords" content="DatasetMetadata com.johnsnowlabs.ml.crf.DatasetMetadata" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.ml.crf.DatasetMetadata';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a></p>
+        <h1>DatasetMetadata</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DatasetMetadata</span><span class="result"> extends <a href="../../nlp/annotators/param/WritableAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent">WritableAnnotatorComponent</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../../nlp/annotators/param/WritableAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent">WritableAnnotatorComponent</a>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.crf.DatasetMetadata"><span>DatasetMetadata</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent"><span>WritableAnnotatorComponent</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.crf.DatasetMetadata#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(labels:Array[String],attrs:Array[com.johnsnowlabs.ml.crf.Attr],attrFeatures:Array[com.johnsnowlabs.ml.crf.AttrFeature],transitions:Array[com.johnsnowlabs.ml.crf.Transition],featuresStat:Array[com.johnsnowlabs.ml.crf.AttrStat]):com.johnsnowlabs.ml.crf.DatasetMetadata"></a>
+      <a id="&lt;init&gt;:DatasetMetadata"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DatasetMetadata</span><span class="params">(<span name="labels">labels: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="attrs">attrs: <span class="extype" name="scala.Array">Array</span>[<a href="Attr.html" class="extype" name="com.johnsnowlabs.ml.crf.Attr">Attr</a>]</span>, <span name="attrFeatures">attrFeatures: <span class="extype" name="scala.Array">Array</span>[<a href="AttrFeature.html" class="extype" name="com.johnsnowlabs.ml.crf.AttrFeature">AttrFeature</a>]</span>, <span name="transitions">transitions: <span class="extype" name="scala.Array">Array</span>[<a href="Transition.html" class="extype" name="com.johnsnowlabs.ml.crf.Transition">Transition</a>]</span>, <span name="featuresStat">featuresStat: <span class="extype" name="scala.Array">Array</span>[<a href="AttrStat.html" class="extype" name="com.johnsnowlabs.ml.crf.AttrStat">AttrStat</a>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@&lt;init&gt;(labels:Array[String],attrs:Array[com.johnsnowlabs.ml.crf.Attr],attrFeatures:Array[com.johnsnowlabs.ml.crf.AttrFeature],transitions:Array[com.johnsnowlabs.ml.crf.Transition],featuresStat:Array[com.johnsnowlabs.ml.crf.AttrStat]):com.johnsnowlabs.ml.crf.DatasetMetadata" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetMetadata#attr2Features" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="attr2Features:IndexedSeq[Array[com.johnsnowlabs.ml.crf.AttrFeature]]"></a>
+      <a id="attr2Features:IndexedSeq[Array[AttrFeature]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">attr2Features</span><span class="result">: <span class="extype" name="scala.IndexedSeq">IndexedSeq</span>[<span class="extype" name="scala.Array">Array</span>[<a href="AttrFeature.html" class="extype" name="com.johnsnowlabs.ml.crf.AttrFeature">AttrFeature</a>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@attr2Features:IndexedSeq[Array[com.johnsnowlabs.ml.crf.AttrFeature]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetMetadata#attr2Id" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="attr2Id:Map[String,Int]"></a>
+      <a id="attr2Id:Map[String,Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">attr2Id</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@attr2Id:Map[String,Int]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetMetadata#attrFeatures" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="attrFeatures:Array[com.johnsnowlabs.ml.crf.AttrFeature]"></a>
+      <a id="attrFeatures:Array[AttrFeature]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">attrFeatures</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="AttrFeature.html" class="extype" name="com.johnsnowlabs.ml.crf.AttrFeature">AttrFeature</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@attrFeatures:Array[com.johnsnowlabs.ml.crf.AttrFeature]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetMetadata#attrFeatures2Id" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="attrFeatures2Id:Map[(Int,Int),Int]"></a>
+      <a id="attrFeatures2Id:Map[(Int,Int),Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">attrFeatures2Id</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[(<span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Int">Int</span>), <span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@attrFeatures2Id:Map[(Int,Int),Int]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetMetadata#attrs" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="attrs:Array[com.johnsnowlabs.ml.crf.Attr]"></a>
+      <a id="attrs:Array[Attr]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">attrs</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="Attr.html" class="extype" name="com.johnsnowlabs.ml.crf.Attr">Attr</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@attrs:Array[com.johnsnowlabs.ml.crf.Attr]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetMetadata#featuresStat" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="featuresStat:Array[com.johnsnowlabs.ml.crf.AttrStat]"></a>
+      <a id="featuresStat:Array[AttrStat]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">featuresStat</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="AttrStat.html" class="extype" name="com.johnsnowlabs.ml.crf.AttrStat">AttrStat</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@featuresStat:Array[com.johnsnowlabs.ml.crf.AttrStat]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetMetadata#filterFeatures" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="filterFeatures(featureIds:Seq[Int]):com.johnsnowlabs.ml.crf.DatasetMetadata"></a>
+      <a id="filterFeatures(Seq[Int]):DatasetMetadata"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">filterFeatures</span><span class="params">(<span name="featureIds">featureIds: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Int">Int</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.ml.crf.DatasetMetadata">DatasetMetadata</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@filterFeatures(featureIds:Seq[Int]):com.johnsnowlabs.ml.crf.DatasetMetadata" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Leaves only features that in featureIds list</p><div class="fullcomment"><div class="comment cmt"><p>Leaves only features that in featureIds list</p></div><dl class="paramcmts block"><dt class="param">featureIds</dt><dd class="cmt"><p>- feature ids to leave</p></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetMetadata#label2Id" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="label2Id:Map[String,Int]"></a>
+      <a id="label2Id:Map[String,Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">label2Id</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@label2Id:Map[String,Int]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetMetadata#labels" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="labels:Array[String]"></a>
+      <a id="labels:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">labels</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@labels:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetMetadata#serialize" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serialize:com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent[_&lt;:com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent]"></a>
+      <a id="serialize:SerializedAnnotatorComponent[_&lt;:WritableAnnotatorComponent]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serialize</span><span class="result">: <a href="../../nlp/annotators/param/SerializedAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent">SerializedAnnotatorComponent</a>[_ &lt;: <a href="../../nlp/annotators/param/WritableAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent">WritableAnnotatorComponent</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@serialize:com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent[_&lt;:com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.ml.crf.DatasetMetadata">DatasetMetadata</a> → <a href="../../nlp/annotators/param/WritableAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent">WritableAnnotatorComponent</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetMetadata@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetMetadata#transFeature2Id" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="transFeature2Id:Map[com.johnsnowlabs.ml.crf.Transition,Int]"></a>
+      <a id="transFeature2Id:Map[Transition,Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
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+      <a id="transitions:Array[Transition]"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </span>)</span>
+              
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+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
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+        
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+              <h3>Inherited from <a href="../../nlp/annotators/param/WritableAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent">WritableAnnotatorComponent</a></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/DatasetReader$.html b/docs/api/com/johnsnowlabs/ml/crf/DatasetReader$.html
new file mode 100644
index 00000000000000..7b18019a8e6be3
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/crf/DatasetReader$.html
@@ -0,0 +1,550 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DatasetReader - com.johnsnowlabs.ml.crf.DatasetReader</title>
+          <meta name="description" content="DatasetReader - com.johnsnowlabs.ml.crf.DatasetReader" />
+          <meta name="keywords" content="DatasetReader com.johnsnowlabs.ml.crf.DatasetReader" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a></p>
+        <h1>DatasetReader</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetReader$" title="Permalink" target="_top">
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+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DatasetReader</span>
+      </span>
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+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+              <ol>
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+              </ol>
+            </div>
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+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.crf.DatasetReader"><span>DatasetReader</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+              </div><div id="ancestors">
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+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetReader$@clone():Object" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetReader#encodeDataset" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="encodeDataset(source:scala.collection.TraversableOnce[(com.johnsnowlabs.ml.crf.TextSentenceLabels,com.johnsnowlabs.ml.crf.TextSentenceAttrs)]):com.johnsnowlabs.ml.crf.CrfDataset"></a>
+      <a id="encodeDataset(TraversableOnce[(TextSentenceLabels,TextSentenceAttrs)]):CrfDataset"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">encodeDataset</span><span class="params">(<span name="source">source: <span class="extype" name="scala.collection.TraversableOnce">TraversableOnce</span>[(<a href="TextSentenceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.TextSentenceLabels">TextSentenceLabels</a>, <a href="TextSentenceAttrs.html" class="extype" name="com.johnsnowlabs.ml.crf.TextSentenceAttrs">TextSentenceAttrs</a>)]</span>)</span><span class="result">: <a href="CrfDataset.html" class="extype" name="com.johnsnowlabs.ml.crf.CrfDataset">CrfDataset</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetReader$@encodeDataset(source:scala.collection.TraversableOnce[(com.johnsnowlabs.ml.crf.TextSentenceLabels,com.johnsnowlabs.ml.crf.TextSentenceAttrs)]):com.johnsnowlabs.ml.crf.CrfDataset" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetReader#encodeSentence" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="encodeSentence(sentence:com.johnsnowlabs.ml.crf.TextSentenceAttrs,metadata:com.johnsnowlabs.ml.crf.DatasetMetadata):com.johnsnowlabs.ml.crf.Instance"></a>
+      <a id="encodeSentence(TextSentenceAttrs,DatasetMetadata):Instance"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">encodeSentence</span><span class="params">(<span name="sentence">sentence: <a href="TextSentenceAttrs.html" class="extype" name="com.johnsnowlabs.ml.crf.TextSentenceAttrs">TextSentenceAttrs</a></span>, <span name="metadata">metadata: <a href="DatasetMetadata.html" class="extype" name="com.johnsnowlabs.ml.crf.DatasetMetadata">DatasetMetadata</a></span>)</span><span class="result">: <a href="Instance.html" class="extype" name="com.johnsnowlabs.ml.crf.Instance">Instance</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetReader$@encodeSentence(sentence:com.johnsnowlabs.ml.crf.TextSentenceAttrs,metadata:com.johnsnowlabs.ml.crf.DatasetMetadata):com.johnsnowlabs.ml.crf.Instance" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetReader$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+              
+        </dd></dl></div>
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+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
+      </span>
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.DatasetReader#readAndEncode" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="readAndEncode(file:String,skipLines:Int,metadata:com.johnsnowlabs.ml.crf.DatasetMetadata):scala.collection.TraversableOnce[(com.johnsnowlabs.ml.crf.InstanceLabels,com.johnsnowlabs.ml.crf.Instance)]"></a>
+      <a id="readAndEncode(String,Int,DatasetMetadata):TraversableOnce[(InstanceLabels,Instance)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readAndEncode</span><span class="params">(<span name="file">file: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="skipLines">skipLines: <span class="extype" name="scala.Int">Int</span></span>, <span name="metadata">metadata: <a href="DatasetMetadata.html" class="extype" name="com.johnsnowlabs.ml.crf.DatasetMetadata">DatasetMetadata</a></span>)</span><span class="result">: <span class="extype" name="scala.collection.TraversableOnce">TraversableOnce</span>[(<a href="InstanceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.InstanceLabels">InstanceLabels</a>, <a href="Instance.html" class="extype" name="com.johnsnowlabs.ml.crf.Instance">Instance</a>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetReader$@readAndEncode(file:String,skipLines:Int,metadata:com.johnsnowlabs.ml.crf.DatasetMetadata):scala.collection.TraversableOnce[(com.johnsnowlabs.ml.crf.InstanceLabels,com.johnsnowlabs.ml.crf.Instance)]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <a id="readAndEncode(file:String,skipLines:Int):com.johnsnowlabs.ml.crf.CrfDataset"></a>
+      <a id="readAndEncode(String,Int):CrfDataset"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readAndEncode</span><span class="params">(<span name="file">file: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="skipLines">skipLines: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="CrfDataset.html" class="extype" name="com.johnsnowlabs.ml.crf.CrfDataset">CrfDataset</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetReader$@readAndEncode(file:String,skipLines:Int):com.johnsnowlabs.ml.crf.CrfDataset" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetReader$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetReader$@toString():String" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetReader$@wait():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.DatasetReader$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
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+
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+      <div id="footer">  </div>
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/ml/crf/EdgeCalculator$.html b/docs/api/com/johnsnowlabs/ml/crf/EdgeCalculator$.html
new file mode 100644
index 00000000000000..21c41dafc2784d
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/crf/EdgeCalculator$.html
@@ -0,0 +1,499 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>EdgeCalculator - com.johnsnowlabs.ml.crf.EdgeCalculator</title>
+          <meta name="description" content="EdgeCalculator - com.johnsnowlabs.ml.crf.EdgeCalculator" />
+          <meta name="keywords" content="EdgeCalculator com.johnsnowlabs.ml.crf.EdgeCalculator" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.ml.crf.EdgeCalculator$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a></p>
+        <h1>EdgeCalculator</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.EdgeCalculator$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">EdgeCalculator</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.crf.EdgeCalculator"><span>EdgeCalculator</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
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+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.EdgeCalculator$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.EdgeCalculator$@clone():Object" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.EdgeCalculator$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.EdgeCalculator$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.EdgeCalculator#fillLogEdges" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="fillLogEdges(values:Seq[(Int,Float)],weights:Array[Float],scale:Float,metadata:com.johnsnowlabs.ml.crf.DatasetMetadata,matrix:com.johnsnowlabs.ml.crf.VectorMath.Matrix):Unit"></a>
+      <a id="fillLogEdges(Seq[(Int,Float)],Array[Float],Float,DatasetMetadata,Matrix):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fillLogEdges</span><span class="params">(<span name="values">values: <span class="extype" name="scala.Seq">Seq</span>[(<span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Float">Float</span>)]</span>, <span name="weights">weights: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>, <span name="scale">scale: <span class="extype" name="scala.Float">Float</span></span>, <span name="metadata">metadata: <a href="DatasetMetadata.html" class="extype" name="com.johnsnowlabs.ml.crf.DatasetMetadata">DatasetMetadata</a></span>, <span name="matrix">matrix: <a href="VectorMath$.html#Matrix=Array[Array[Float]]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Matrix">Matrix</a></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.EdgeCalculator$@fillLogEdges(values:Seq[(Int,Float)],weights:Array[Float],scale:Float,metadata:com.johnsnowlabs.ml.crf.DatasetMetadata,matrix:com.johnsnowlabs.ml.crf.VectorMath.Matrix):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.EdgeCalculator$@finalize():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.EdgeCalculator$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.EdgeCalculator$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.EdgeCalculator$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.EdgeCalculator$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.EdgeCalculator$@notify():Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.EdgeCalculator$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.EdgeCalculator$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.EdgeCalculator$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.EdgeCalculator$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.EdgeCalculator$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.EdgeCalculator$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
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+
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+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/ml/crf/FbCalculator.html b/docs/api/com/johnsnowlabs/ml/crf/FbCalculator.html
new file mode 100644
index 00000000000000..a60bb405934b04
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/crf/FbCalculator.html
@@ -0,0 +1,689 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>FbCalculator - com.johnsnowlabs.ml.crf.FbCalculator</title>
+          <meta name="description" content="FbCalculator - com.johnsnowlabs.ml.crf.FbCalculator" />
+          <meta name="keywords" content="FbCalculator com.johnsnowlabs.ml.crf.FbCalculator" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
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+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.ml.crf.FbCalculator';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a></p>
+        <h1>FbCalculator</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">FbCalculator</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.crf.FbCalculator"><span>FbCalculator</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.crf.FbCalculator#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(maxLength:Int,metadata:com.johnsnowlabs.ml.crf.DatasetMetadata):com.johnsnowlabs.ml.crf.FbCalculator"></a>
+      <a id="&lt;init&gt;:FbCalculator"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">FbCalculator</span><span class="params">(<span name="maxLength">maxLength: <span class="extype" name="scala.Int">Int</span></span>, <span name="metadata">metadata: <a href="DatasetMetadata.html" class="extype" name="com.johnsnowlabs.ml.crf.DatasetMetadata">DatasetMetadata</a></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@&lt;init&gt;(maxLength:Int,metadata:com.johnsnowlabs.ml.crf.DatasetMetadata):com.johnsnowlabs.ml.crf.FbCalculator" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.FbCalculator#addModelExpectations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="addModelExpectations(weights:com.johnsnowlabs.ml.crf.VectorMath.Vector,sentence:com.johnsnowlabs.ml.crf.Instance,const:Float):Unit"></a>
+      <a id="addModelExpectations(Vector,Instance,Float):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addModelExpectations</span><span class="params">(<span name="weights">weights: <a href="VectorMath$.html#Vector=Array[Float]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Vector">Vector</a></span>, <span name="sentence">sentence: <a href="Instance.html" class="extype" name="com.johnsnowlabs.ml.crf.Instance">Instance</a></span>, <span name="const">const: <span class="extype" name="scala.Float">Float</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@addModelExpectations(weights:com.johnsnowlabs.ml.crf.VectorMath.Vector,sentence:com.johnsnowlabs.ml.crf.Instance,const:Float):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.FbCalculator#addObservedExpectations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="addObservedExpectations(weights:com.johnsnowlabs.ml.crf.VectorMath.Vector,instance:com.johnsnowlabs.ml.crf.Instance,instanceLabels:com.johnsnowlabs.ml.crf.InstanceLabels,c:Float):Unit"></a>
+      <a id="addObservedExpectations(Vector,Instance,InstanceLabels,Float):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addObservedExpectations</span><span class="params">(<span name="weights">weights: <a href="VectorMath$.html#Vector=Array[Float]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Vector">Vector</a></span>, <span name="instance">instance: <a href="Instance.html" class="extype" name="com.johnsnowlabs.ml.crf.Instance">Instance</a></span>, <span name="instanceLabels">instanceLabels: <a href="InstanceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.InstanceLabels">InstanceLabels</a></span>, <span name="c">c: <span class="extype" name="scala.Float">Float</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@addObservedExpectations(weights:com.johnsnowlabs.ml.crf.VectorMath.Vector,instance:com.johnsnowlabs.ml.crf.Instance,instanceLabels:com.johnsnowlabs.ml.crf.InstanceLabels,c:Float):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.FbCalculator#alpha" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="alpha:Array[com.johnsnowlabs.ml.crf.VectorMath.Vector]"></a>
+      <a id="alpha:Array[Vector]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">alpha</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="VectorMath$.html#Vector=Array[Float]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Vector">Vector</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@alpha:Array[com.johnsnowlabs.ml.crf.VectorMath.Vector]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.FbCalculator#beta" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="beta:Array[com.johnsnowlabs.ml.crf.VectorMath.Vector]"></a>
+      <a id="beta:Array[Vector]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beta</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="VectorMath$.html#Vector=Array[Float]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Vector">Vector</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@beta:Array[com.johnsnowlabs.ml.crf.VectorMath.Vector]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.FbCalculator#c" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="c:Array[Float]"></a>
+      <a id="c:Array[Float]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">c</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@c:Array[Float]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.FbCalculator#calculate" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="calculate(sentence:com.johnsnowlabs.ml.crf.Instance,weights:Array[Float],scale:Float):Unit"></a>
+      <a id="calculate(Instance,Array[Float],Float):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">calculate</span><span class="params">(<span name="sentence">sentence: <a href="Instance.html" class="extype" name="com.johnsnowlabs.ml.crf.Instance">Instance</a></span>, <span name="weights">weights: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>, <span name="scale">scale: <span class="extype" name="scala.Float">Float</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@calculate(sentence:com.johnsnowlabs.ml.crf.Instance,weights:Array[Float],scale:Float):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.FbCalculator#labels" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="labels:Int"></a>
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+      <h4 class="signature">
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+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">labels</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.FbCalculator#logPhi" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="logPhi:Array[com.johnsnowlabs.ml.crf.VectorMath.Matrix]"></a>
+      <a id="logPhi:Array[Matrix]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logPhi</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="VectorMath$.html#Matrix=Array[Array[Float]]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Matrix">Matrix</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@logPhi:Array[com.johnsnowlabs.ml.crf.VectorMath.Matrix]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.FbCalculator#maxLength" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="maxLength:Int"></a>
+      <a id="maxLength:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxLength</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@maxLength:Int" title="Permalink" target="_top">
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+    </span>
+      
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+      <a id="metadata:com.johnsnowlabs.ml.crf.DatasetMetadata"></a>
+      <a id="metadata:DatasetMetadata"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">metadata</span><span class="result">: <a href="DatasetMetadata.html" class="extype" name="com.johnsnowlabs.ml.crf.DatasetMetadata">DatasetMetadata</a></span>
+      </span>
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.FbCalculator#phi" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="phi:Array[com.johnsnowlabs.ml.crf.VectorMath.Matrix]"></a>
+      <a id="phi:Array[Matrix]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">phi</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="VectorMath$.html#Matrix=Array[Array[Float]]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Matrix">Matrix</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@phi:Array[com.johnsnowlabs.ml.crf.VectorMath.Matrix]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@wait():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.FbCalculator@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/Instance.html b/docs/api/com/johnsnowlabs/ml/crf/Instance.html
new file mode 100644
index 00000000000000..2c7c4fefc13b48
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/crf/Instance.html
@@ -0,0 +1,476 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Instance - com.johnsnowlabs.ml.crf.Instance</title>
+          <meta name="description" content="Instance - com.johnsnowlabs.ml.crf.Instance" />
+          <meta name="keywords" content="Instance com.johnsnowlabs.ml.crf.Instance" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
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+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a></p>
+        <h1>Instance</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Instance" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Instance</span><span class="params">(<span name="items">items: <span class="extype" name="scala.Seq">Seq</span>[<a href="SparseArray.html" class="extype" name="com.johnsnowlabs.ml.crf.SparseArray">SparseArray</a>]</span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.crf.Instance"><span>Instance</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
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+        <div id="visbl">
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+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.crf.Instance#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(items:Seq[com.johnsnowlabs.ml.crf.SparseArray]):com.johnsnowlabs.ml.crf.Instance"></a>
+      <a id="&lt;init&gt;:Instance"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Instance</span><span class="params">(<span name="items">items: <span class="extype" name="scala.Seq">Seq</span>[<a href="SparseArray.html" class="extype" name="com.johnsnowlabs.ml.crf.SparseArray">SparseArray</a>]</span>)</span>
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+      
+    </li></ol>
+            </div>
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+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
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+      <span class="modifier_kind">
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+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
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+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
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+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+              
+        </dd></dl></div>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </span>)</span>
+              
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+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/InstanceLabels.html b/docs/api/com/johnsnowlabs/ml/crf/InstanceLabels.html
new file mode 100644
index 00000000000000..70e73a5f0d497a
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/crf/InstanceLabels.html
@@ -0,0 +1,476 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>InstanceLabels - com.johnsnowlabs.ml.crf.InstanceLabels</title>
+          <meta name="description" content="InstanceLabels - com.johnsnowlabs.ml.crf.InstanceLabels" />
+          <meta name="keywords" content="InstanceLabels com.johnsnowlabs.ml.crf.InstanceLabels" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
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+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.ml.crf.InstanceLabels';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a></p>
+        <h1>InstanceLabels</h1><h3><span class="morelinks"><div>Related Doc:
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+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.InstanceLabels" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">InstanceLabels</span><span class="params">(<span name="labels">labels: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Int">Int</span>]</span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
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+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.crf.InstanceLabels"><span>InstanceLabels</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+              </div><div id="ancestors">
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+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.crf.InstanceLabels#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(labels:Seq[Int]):com.johnsnowlabs.ml.crf.InstanceLabels"></a>
+      <a id="&lt;init&gt;:InstanceLabels"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">InstanceLabels</span><span class="params">(<span name="labels">labels: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Int">Int</span>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.InstanceLabels@&lt;init&gt;(labels:Seq[Int]):com.johnsnowlabs.ml.crf.InstanceLabels" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
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+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.InstanceLabels@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.InstanceLabels@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.InstanceLabels@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.InstanceLabels@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.InstanceLabels@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.InstanceLabels@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.InstanceLabels@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.InstanceLabels@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.InstanceLabels#labels" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="labels:Seq[Int]"></a>
+      <a id="labels:Seq[Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">labels</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.InstanceLabels@labels:Seq[Int]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.InstanceLabels@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.InstanceLabels@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.InstanceLabels@notifyAll():Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.InstanceLabels@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.InstanceLabels@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.InstanceLabels@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.InstanceLabels@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/L2DecayStrategy.html b/docs/api/com/johnsnowlabs/ml/crf/L2DecayStrategy.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/crf/L2DecayStrategy.html
@@ -0,0 +1,638 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>L2DecayStrategy - com.johnsnowlabs.ml.crf.L2DecayStrategy</title>
+          <meta name="description" content="L2DecayStrategy - com.johnsnowlabs.ml.crf.L2DecayStrategy" />
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+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a></p>
+        <h1>L2DecayStrategy</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">package crf</a>
+          </div></span></h3><span class="permalink">
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+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">L2DecayStrategy</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
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+                <span class="filtertype">Inherited<br />
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+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.crf.L2DecayStrategy"><span>L2DecayStrategy</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.crf.L2DecayStrategy#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(instances:Int,l2:Float,c0:Float):com.johnsnowlabs.ml.crf.L2DecayStrategy"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">L2DecayStrategy</span><span class="params">(<span name="instances">instances: <span class="extype" name="scala.Int">Int</span></span>, <span name="l2">l2: <span class="extype" name="scala.Float">Float</span></span>, <span name="c0">c0: <span class="extype" name="scala.Float">Float</span> = <span class="symbol">1000</span></span>)</span>
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+            </div>
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+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.L2DecayStrategy@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.L2DecayStrategy#alpha" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="alpha:Float"></a>
+      <a id="alpha:Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">alpha</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.L2DecayStrategy@alpha:Float" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.L2DecayStrategy@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.L2DecayStrategy#c0" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="c0:Float"></a>
+      <a id="c0:Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">c0</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.L2DecayStrategy@c0:Float" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.L2DecayStrategy@clone():Object" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.L2DecayStrategy@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.L2DecayStrategy@equals(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.L2DecayStrategy#eta" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="eta:Float"></a>
+      <a id="eta:Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eta</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.L2DecayStrategy@eta:Float" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.L2DecayStrategy@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.L2DecayStrategy@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.L2DecayStrategy#getScale" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getScale:Float"></a>
+      <a id="getScale:Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getScale</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.L2DecayStrategy@getScale:Float" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.L2DecayStrategy@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.L2DecayStrategy#instances" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="instances:Int"></a>
+      <a id="instances:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">instances</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.L2DecayStrategy@instances:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.L2DecayStrategy@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.L2DecayStrategy#l2" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="l2:Float"></a>
+      <a id="l2:Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.L2DecayStrategy@l2:Float" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
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+      <span class="modifier_kind">
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">nextStep</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+    </span>
+      
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+    </li><li name="com.johnsnowlabs.ml.crf.L2DecayStrategy#reset" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="reset(weights:com.johnsnowlabs.ml.crf.VectorMath.Vector):Unit"></a>
+      <a id="reset(Vector):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">reset</span><span class="params">(<span name="weights">weights: <a href="VectorMath$.html#Vector=Array[Float]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Vector">Vector</a></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.L2DecayStrategy@reset(weights:com.johnsnowlabs.ml.crf.VectorMath.Vector):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.L2DecayStrategy@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.L2DecayStrategy@wait():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.L2DecayStrategy@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/LinearChainCrf.html b/docs/api/com/johnsnowlabs/ml/crf/LinearChainCrf.html
new file mode 100644
index 00000000000000..e8af5325336e6d
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/crf/LinearChainCrf.html
@@ -0,0 +1,570 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>LinearChainCrf - com.johnsnowlabs.ml.crf.LinearChainCrf</title>
+          <meta name="description" content="LinearChainCrf - com.johnsnowlabs.ml.crf.LinearChainCrf" />
+          <meta name="keywords" content="LinearChainCrf com.johnsnowlabs.ml.crf.LinearChainCrf" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a></p>
+        <h1>LinearChainCrf</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.LinearChainCrf" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">LinearChainCrf</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.crf.LinearChainCrf"><span>LinearChainCrf</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
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+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
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+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.crf.LinearChainCrf#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(params:com.johnsnowlabs.ml.crf.CrfParams):com.johnsnowlabs.ml.crf.LinearChainCrf"></a>
+      <a id="&lt;init&gt;:LinearChainCrf"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
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+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.LinearChainCrf@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+      <a id="notifyAll():Unit"></a>
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+    </li><li name="com.johnsnowlabs.ml.crf.LinearChainCrf#params" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="params:com.johnsnowlabs.ml.crf.CrfParams"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <span class="symbol">
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+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
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+        <span class="kind">def</span>
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+      <a id="trainSGD(CrfDataset):LinearChainCrfModel"></a>
+      <h4 class="signature">
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+    </span>)</span>
+              
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
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+      <h4 class="signature">
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+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+    </span>)</span>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/LinearChainCrfModel.html b/docs/api/com/johnsnowlabs/ml/crf/LinearChainCrfModel.html
new file mode 100644
index 00000000000000..bea917bc369f06
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/crf/LinearChainCrfModel.html
@@ -0,0 +1,610 @@
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+          <title>LinearChainCrfModel - com.johnsnowlabs.ml.crf.LinearChainCrfModel</title>
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+        <h1>LinearChainCrfModel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">package crf</a>
+          </div></span></h3><span class="permalink">
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+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">LinearChainCrfModel</span><span class="result"> extends <a href="../../nlp/annotators/param/WritableAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent">WritableAnnotatorComponent</a></span>
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+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.crf.LinearChainCrfModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(weights:Array[Float],metadata:com.johnsnowlabs.ml.crf.DatasetMetadata):com.johnsnowlabs.ml.crf.LinearChainCrfModel"></a>
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+      <span class="modifier_kind">
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+      <span class="symbol">
+        <span class="name">LinearChainCrfModel</span><span class="params">(<span name="weights">weights: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>, <span name="metadata">metadata: <a href="DatasetMetadata.html" class="extype" name="com.johnsnowlabs.ml.crf.DatasetMetadata">DatasetMetadata</a></span>)</span>
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+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.LinearChainCrfModel@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.LinearChainCrfModel@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.LinearChainCrfModel@getClass():Class[_]" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.LinearChainCrfModel@hashCode():Int" title="Permalink" target="_top">
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.LinearChainCrfModel@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.LinearChainCrfModel#labels" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="labels:Int"></a>
+      <a id="labels:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">labels</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.LinearChainCrfModel@labels:Int" title="Permalink" target="_top">
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+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.LinearChainCrfModel#metadata" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="metadata:com.johnsnowlabs.ml.crf.DatasetMetadata"></a>
+      <a id="metadata:DatasetMetadata"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">metadata</span><span class="result">: <a href="DatasetMetadata.html" class="extype" name="com.johnsnowlabs.ml.crf.DatasetMetadata">DatasetMetadata</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.LinearChainCrfModel@metadata:com.johnsnowlabs.ml.crf.DatasetMetadata" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.LinearChainCrfModel@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.LinearChainCrfModel@notify():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.LinearChainCrfModel@notifyAll():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.LinearChainCrfModel#predict" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="predict(instance:com.johnsnowlabs.ml.crf.Instance):com.johnsnowlabs.ml.crf.InstanceLabels"></a>
+      <a id="predict(Instance):InstanceLabels"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">predict</span><span class="params">(<span name="instance">instance: <a href="Instance.html" class="extype" name="com.johnsnowlabs.ml.crf.Instance">Instance</a></span>)</span><span class="result">: <a href="InstanceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.InstanceLabels">InstanceLabels</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.LinearChainCrfModel@predict(instance:com.johnsnowlabs.ml.crf.Instance):com.johnsnowlabs.ml.crf.InstanceLabels" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.LinearChainCrfModel#serialize" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serialize:com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel"></a>
+      <a id="serialize:SerializedLinearChainCrfModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serialize</span><span class="result">: <a href="SerializedLinearChainCrfModel.html" class="extype" name="com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel">SerializedLinearChainCrfModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.LinearChainCrfModel@serialize:com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.ml.crf.LinearChainCrfModel">LinearChainCrfModel</a> → <a href="../../nlp/annotators/param/WritableAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent">WritableAnnotatorComponent</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.LinearChainCrfModel#shrink" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="shrink(minW:Float):com.johnsnowlabs.ml.crf.LinearChainCrfModel"></a>
+      <a id="shrink(Float):LinearChainCrfModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">shrink</span><span class="params">(<span name="minW">minW: <span class="extype" name="scala.Float">Float</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.ml.crf.LinearChainCrfModel">LinearChainCrfModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.LinearChainCrfModel@shrink(minW:Float):com.johnsnowlabs.ml.crf.LinearChainCrfModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Removes features with weights less then minW</p><div class="fullcomment"><div class="comment cmt"><p>Removes features with weights less then minW</p></div><dl class="paramcmts block"><dt class="param">minW</dt><dd class="cmt"><p>Minimum weight to keep features</p></dd><dt>returns</dt><dd class="cmt"><p>Shrinked model</p></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.LinearChainCrfModel@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.LinearChainCrfModel@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.LinearChainCrfModel@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.LinearChainCrfModel@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.LinearChainCrfModel@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.LinearChainCrfModel#weights" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="weights:Array[Float]"></a>
+      <a id="weights:Array[Float]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">weights</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.LinearChainCrfModel@weights:Array[Float]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent">
+              <h3>Inherited from <a href="../../nlp/annotators/param/WritableAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent">WritableAnnotatorComponent</a></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/ml/crf/SerializedDatasetMetadata.html b/docs/api/com/johnsnowlabs/ml/crf/SerializedDatasetMetadata.html
new file mode 100644
index 00000000000000..14c5f995ace25e
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/crf/SerializedDatasetMetadata.html
@@ -0,0 +1,563 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SerializedDatasetMetadata - com.johnsnowlabs.ml.crf.SerializedDatasetMetadata</title>
+          <meta name="description" content="SerializedDatasetMetadata - com.johnsnowlabs.ml.crf.SerializedDatasetMetadata" />
+          <meta name="keywords" content="SerializedDatasetMetadata com.johnsnowlabs.ml.crf.SerializedDatasetMetadata" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.ml.crf.SerializedDatasetMetadata';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a></p>
+        <h1>SerializedDatasetMetadata</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SerializedDatasetMetadata</span><span class="params">(<span name="labels">labels: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="attrs">attrs: <span class="extype" name="scala.Seq">Seq</span>[<a href="Attr.html" class="extype" name="com.johnsnowlabs.ml.crf.Attr">Attr</a>]</span>, <span name="attrFeatures">attrFeatures: <span class="extype" name="scala.Seq">Seq</span>[<a href="AttrFeature.html" class="extype" name="com.johnsnowlabs.ml.crf.AttrFeature">AttrFeature</a>]</span>, <span name="transitions">transitions: <span class="extype" name="scala.Seq">Seq</span>[<a href="Transition.html" class="extype" name="com.johnsnowlabs.ml.crf.Transition">Transition</a>]</span>, <span name="featuresStat">featuresStat: <span class="extype" name="scala.Seq">Seq</span>[<a href="AttrStat.html" class="extype" name="com.johnsnowlabs.ml.crf.AttrStat">AttrStat</a>]</span>)</span><span class="result"> extends <a href="../../nlp/annotators/param/SerializedAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent">SerializedAnnotatorComponent</a>[<a href="DatasetMetadata.html" class="extype" name="com.johnsnowlabs.ml.crf.DatasetMetadata">DatasetMetadata</a>] with <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <a href="../../nlp/annotators/param/SerializedAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent">SerializedAnnotatorComponent</a>[<a href="DatasetMetadata.html" class="extype" name="com.johnsnowlabs.ml.crf.DatasetMetadata">DatasetMetadata</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.crf.SerializedDatasetMetadata"><span>SerializedDatasetMetadata</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent"><span>SerializedAnnotatorComponent</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.crf.SerializedDatasetMetadata#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(labels:Seq[String],attrs:Seq[com.johnsnowlabs.ml.crf.Attr],attrFeatures:Seq[com.johnsnowlabs.ml.crf.AttrFeature],transitions:Seq[com.johnsnowlabs.ml.crf.Transition],featuresStat:Seq[com.johnsnowlabs.ml.crf.AttrStat]):com.johnsnowlabs.ml.crf.SerializedDatasetMetadata"></a>
+      <a id="&lt;init&gt;:SerializedDatasetMetadata"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SerializedDatasetMetadata</span><span class="params">(<span name="labels">labels: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="attrs">attrs: <span class="extype" name="scala.Seq">Seq</span>[<a href="Attr.html" class="extype" name="com.johnsnowlabs.ml.crf.Attr">Attr</a>]</span>, <span name="attrFeatures">attrFeatures: <span class="extype" name="scala.Seq">Seq</span>[<a href="AttrFeature.html" class="extype" name="com.johnsnowlabs.ml.crf.AttrFeature">AttrFeature</a>]</span>, <span name="transitions">transitions: <span class="extype" name="scala.Seq">Seq</span>[<a href="Transition.html" class="extype" name="com.johnsnowlabs.ml.crf.Transition">Transition</a>]</span>, <span name="featuresStat">featuresStat: <span class="extype" name="scala.Seq">Seq</span>[<a href="AttrStat.html" class="extype" name="com.johnsnowlabs.ml.crf.AttrStat">AttrStat</a>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata@&lt;init&gt;(labels:Seq[String],attrs:Seq[com.johnsnowlabs.ml.crf.Attr],attrFeatures:Seq[com.johnsnowlabs.ml.crf.AttrFeature],transitions:Seq[com.johnsnowlabs.ml.crf.Transition],featuresStat:Seq[com.johnsnowlabs.ml.crf.AttrStat]):com.johnsnowlabs.ml.crf.SerializedDatasetMetadata" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.SerializedDatasetMetadata#attrFeatures" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="attrFeatures:Seq[com.johnsnowlabs.ml.crf.AttrFeature]"></a>
+      <a id="attrFeatures:Seq[AttrFeature]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">attrFeatures</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="AttrFeature.html" class="extype" name="com.johnsnowlabs.ml.crf.AttrFeature">AttrFeature</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata@attrFeatures:Seq[com.johnsnowlabs.ml.crf.AttrFeature]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.SerializedDatasetMetadata#attrs" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="attrs:Seq[com.johnsnowlabs.ml.crf.Attr]"></a>
+      <a id="attrs:Seq[Attr]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">attrs</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="Attr.html" class="extype" name="com.johnsnowlabs.ml.crf.Attr">Attr</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata@attrs:Seq[com.johnsnowlabs.ml.crf.Attr]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.SerializedDatasetMetadata#deserialize" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="deserialize:com.johnsnowlabs.ml.crf.DatasetMetadata"></a>
+      <a id="deserialize:DatasetMetadata"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserialize</span><span class="result">: <a href="DatasetMetadata.html" class="extype" name="com.johnsnowlabs.ml.crf.DatasetMetadata">DatasetMetadata</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata@deserialize:com.johnsnowlabs.ml.crf.DatasetMetadata" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.ml.crf.SerializedDatasetMetadata">SerializedDatasetMetadata</a> → <a href="../../nlp/annotators/param/SerializedAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent">SerializedAnnotatorComponent</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.SerializedDatasetMetadata#featuresStat" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="featuresStat:Seq[com.johnsnowlabs.ml.crf.AttrStat]"></a>
+      <a id="featuresStat:Seq[AttrStat]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">featuresStat</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="AttrStat.html" class="extype" name="com.johnsnowlabs.ml.crf.AttrStat">AttrStat</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata@featuresStat:Seq[com.johnsnowlabs.ml.crf.AttrStat]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.SerializedDatasetMetadata#labels" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="labels:Seq[String]"></a>
+      <a id="labels:Seq[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">labels</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata@labels:Seq[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.SerializedDatasetMetadata#transitions" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="transitions:Seq[com.johnsnowlabs.ml.crf.Transition]"></a>
+      <a id="transitions:Seq[Transition]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transitions</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="Transition.html" class="extype" name="com.johnsnowlabs.ml.crf.Transition">Transition</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata@transitions:Seq[com.johnsnowlabs.ml.crf.Transition]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedDatasetMetadata@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent">
+              <h3>Inherited from <a href="../../nlp/annotators/param/SerializedAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent">SerializedAnnotatorComponent</a>[<a href="DatasetMetadata.html" class="extype" name="com.johnsnowlabs.ml.crf.DatasetMetadata">DatasetMetadata</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/SerializedLinearChainCrfModel.html b/docs/api/com/johnsnowlabs/ml/crf/SerializedLinearChainCrfModel.html
new file mode 100644
index 00000000000000..b3e58a555dbde3
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/crf/SerializedLinearChainCrfModel.html
@@ -0,0 +1,512 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SerializedLinearChainCrfModel - com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel</title>
+          <meta name="description" content="SerializedLinearChainCrfModel - com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel" />
+          <meta name="keywords" content="SerializedLinearChainCrfModel com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a></p>
+        <h1>SerializedLinearChainCrfModel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SerializedLinearChainCrfModel</span><span class="params">(<span name="weights">weights: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Float">Float</span>]</span>, <span name="metadata">metadata: <a href="SerializedDatasetMetadata.html" class="extype" name="com.johnsnowlabs.ml.crf.SerializedDatasetMetadata">SerializedDatasetMetadata</a></span>)</span><span class="result"> extends <a href="../../nlp/annotators/param/SerializedAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent">SerializedAnnotatorComponent</a>[<a href="LinearChainCrfModel.html" class="extype" name="com.johnsnowlabs.ml.crf.LinearChainCrfModel">LinearChainCrfModel</a>] with <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <a href="../../nlp/annotators/param/SerializedAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent">SerializedAnnotatorComponent</a>[<a href="LinearChainCrfModel.html" class="extype" name="com.johnsnowlabs.ml.crf.LinearChainCrfModel">LinearChainCrfModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel"><span>SerializedLinearChainCrfModel</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent"><span>SerializedAnnotatorComponent</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
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+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(weights:Seq[Float],metadata:com.johnsnowlabs.ml.crf.SerializedDatasetMetadata):com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel"></a>
+      <a id="&lt;init&gt;:SerializedLinearChainCrfModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SerializedLinearChainCrfModel</span><span class="params">(<span name="weights">weights: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Float">Float</span>]</span>, <span name="metadata">metadata: <a href="SerializedDatasetMetadata.html" class="extype" name="com.johnsnowlabs.ml.crf.SerializedDatasetMetadata">SerializedDatasetMetadata</a></span>)</span>
+      </span>
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+            </div>
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+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel@##():Int" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel@clone():Object" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel#deserialize" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="deserialize:com.johnsnowlabs.ml.crf.LinearChainCrfModel"></a>
+      <a id="deserialize:LinearChainCrfModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserialize</span><span class="result">: <a href="LinearChainCrfModel.html" class="extype" name="com.johnsnowlabs.ml.crf.LinearChainCrfModel">LinearChainCrfModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel@deserialize:com.johnsnowlabs.ml.crf.LinearChainCrfModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel">SerializedLinearChainCrfModel</a> → <a href="../../nlp/annotators/param/SerializedAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent">SerializedAnnotatorComponent</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel@finalize():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel#metadata" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="metadata:com.johnsnowlabs.ml.crf.SerializedDatasetMetadata"></a>
+      <a id="metadata:SerializedDatasetMetadata"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">metadata</span><span class="result">: <a href="SerializedDatasetMetadata.html" class="extype" name="com.johnsnowlabs.ml.crf.SerializedDatasetMetadata">SerializedDatasetMetadata</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel@metadata:com.johnsnowlabs.ml.crf.SerializedDatasetMetadata" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+        <span class="kind">def</span>
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+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
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+        <span class="modifier">final </span>
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+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
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+        <span class="kind">def</span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel#weights" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="weights:Seq[Float]"></a>
+      <a id="weights:Seq[Float]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">weights</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Float">Float</span>]</span>
+      </span>
+      </h4><span class="permalink">
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+            </div>
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+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent">
+              <h3>Inherited from <a href="../../nlp/annotators/param/SerializedAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent">SerializedAnnotatorComponent</a>[<a href="LinearChainCrfModel.html" class="extype" name="com.johnsnowlabs.ml.crf.LinearChainCrfModel">LinearChainCrfModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/SparseArray$$SeqWrapper.html b/docs/api/com/johnsnowlabs/ml/crf/SparseArray$$SeqWrapper.html
new file mode 100644
index 00000000000000..d5cde95708ebb8
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/crf/SparseArray$$SeqWrapper.html
@@ -0,0 +1,519 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SeqWrapper - com.johnsnowlabs.ml.crf.SparseArray.SeqWrapper</title>
+          <meta name="description" content="SeqWrapper - com.johnsnowlabs.ml.crf.SparseArray.SeqWrapper" />
+          <meta name="keywords" content="SeqWrapper com.johnsnowlabs.ml.crf.SparseArray.SeqWrapper" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+            var url = '../../../../index.html';
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+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a>.<a href="SparseArray$.html" class="extype" name="com.johnsnowlabs.ml.crf.SparseArray">SparseArray</a></p>
+        <h1>SeqWrapper</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="SparseArray$.html" class="extype" name="com.johnsnowlabs.ml.crf.SparseArray">package SparseArray</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray$$SeqWrapper" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SeqWrapper</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
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+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.crf.SparseArray.SeqWrapper"><span>SeqWrapper</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.crf.SparseArray.SeqWrapper#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(values:Seq[(Int,Float)]):com.johnsnowlabs.ml.crf.SparseArray.SeqWrapper"></a>
+      <a id="&lt;init&gt;:SeqWrapper"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SeqWrapper</span><span class="params">(<span name="values">values: <span class="extype" name="scala.Seq">Seq</span>[(<span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Float">Float</span>)]</span>)</span>
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+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <a id="notifyAll():Unit"></a>
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+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+    </li><li name="com.johnsnowlabs.ml.crf.SparseArray.SeqWrapper#toSparse" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="toSparse():com.johnsnowlabs.ml.crf.SparseArray"></a>
+      <a id="toSparse():SparseArray"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+              
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
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+      <h4 class="signature">
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+        <span class="modifier">final </span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+              
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/SparseArray$.html b/docs/api/com/johnsnowlabs/ml/crf/SparseArray$.html
new file mode 100644
index 00000000000000..e660fa6c21eb41
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/crf/SparseArray$.html
@@ -0,0 +1,504 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SparseArray - com.johnsnowlabs.ml.crf.SparseArray</title>
+          <meta name="description" content="SparseArray - com.johnsnowlabs.ml.crf.SparseArray" />
+          <meta name="keywords" content="SparseArray com.johnsnowlabs.ml.crf.SparseArray" />
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+        <body class="value">
+      <div id="definition">
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+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a></p>
+        <h1><a href="SparseArray.html" title="See companion class">SparseArray</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="SparseArray.html" title="See companion class">class SparseArray</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">package crf</a>
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+      <span class="symbol">
+        <span class="name">SparseArray</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
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+              <h3>Type Members</h3>
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+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <span class="symbol">
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
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+      <a id="notifyAll():Unit"></a>
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+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+      <a id="toString():String"></a>
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+        <span class="kind">def</span>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+              
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+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
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+    </span>)</span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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index 00000000000000..1397cfde5cfeaf
--- /dev/null
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@@ -0,0 +1,555 @@
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+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a></p>
+        <h1><a href="SparseArray$.html" title="See companion object">SparseArray</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="SparseArray$.html" title="See companion object">object SparseArray</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SparseArray</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.crf.SparseArray"><span>SparseArray</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
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+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.crf.SparseArray#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(values:Array[(Int,Float)]):com.johnsnowlabs.ml.crf.SparseArray"></a>
+      <a id="&lt;init&gt;:SparseArray"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SparseArray</span><span class="params">(<span name="values">values: <span class="extype" name="scala.Array">Array</span>[(<span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Float">Float</span>)]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray@&lt;init&gt;(values:Array[(Int,Float)]):com.johnsnowlabs.ml.crf.SparseArray" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.SparseArray#apply" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="apply(idx:Int):Float"></a>
+      <a id="apply(Int):Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">apply</span><span class="params">(<span name="idx">idx: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray@apply(idx:Int):Float" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.SparseArray#prev" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="prev:Int"></a>
+      <a id="prev:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">prev</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray@prev:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray@toString():String" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.SparseArray#values" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="values:Array[(Int,Float)]"></a>
+      <a id="values:Array[(Int,Float)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">values</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[(<span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Float">Float</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray@values:Array[(Int,Float)]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.SparseArray@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
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+      <div id="tooltip"></div>
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+      <div id="footer">  </div>
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/ml/crf/TextSentenceAttrs.html b/docs/api/com/johnsnowlabs/ml/crf/TextSentenceAttrs.html
new file mode 100644
index 00000000000000..13cd6bef415f86
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/crf/TextSentenceAttrs.html
@@ -0,0 +1,476 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TextSentenceAttrs - com.johnsnowlabs.ml.crf.TextSentenceAttrs</title>
+          <meta name="description" content="TextSentenceAttrs - com.johnsnowlabs.ml.crf.TextSentenceAttrs" />
+          <meta name="keywords" content="TextSentenceAttrs com.johnsnowlabs.ml.crf.TextSentenceAttrs" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.ml.crf.TextSentenceAttrs';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a></p>
+        <h1>TextSentenceAttrs</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceAttrs" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TextSentenceAttrs</span><span class="params">(<span name="words">words: <span class="extype" name="scala.Seq">Seq</span>[<a href="WordAttrs.html" class="extype" name="com.johnsnowlabs.ml.crf.WordAttrs">WordAttrs</a>]</span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.crf.TextSentenceAttrs"><span>TextSentenceAttrs</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.crf.TextSentenceAttrs#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(words:Seq[com.johnsnowlabs.ml.crf.WordAttrs]):com.johnsnowlabs.ml.crf.TextSentenceAttrs"></a>
+      <a id="&lt;init&gt;:TextSentenceAttrs"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TextSentenceAttrs</span><span class="params">(<span name="words">words: <span class="extype" name="scala.Seq">Seq</span>[<a href="WordAttrs.html" class="extype" name="com.johnsnowlabs.ml.crf.WordAttrs">WordAttrs</a>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceAttrs@&lt;init&gt;(words:Seq[com.johnsnowlabs.ml.crf.WordAttrs]):com.johnsnowlabs.ml.crf.TextSentenceAttrs" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceAttrs@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceAttrs@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceAttrs@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceAttrs@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceAttrs@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceAttrs@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceAttrs@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceAttrs@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceAttrs@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceAttrs@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceAttrs@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceAttrs@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceAttrs@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceAttrs@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceAttrs@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceAttrs@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.TextSentenceAttrs#words" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="words:Seq[com.johnsnowlabs.ml.crf.WordAttrs]"></a>
+      <a id="words:Seq[WordAttrs]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">words</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="WordAttrs.html" class="extype" name="com.johnsnowlabs.ml.crf.WordAttrs">WordAttrs</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceAttrs@words:Seq[com.johnsnowlabs.ml.crf.WordAttrs]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/ml/crf/TextSentenceLabels.html b/docs/api/com/johnsnowlabs/ml/crf/TextSentenceLabels.html
new file mode 100644
index 00000000000000..ada9261bcdfa1e
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/crf/TextSentenceLabels.html
@@ -0,0 +1,476 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TextSentenceLabels - com.johnsnowlabs.ml.crf.TextSentenceLabels</title>
+          <meta name="description" content="TextSentenceLabels - com.johnsnowlabs.ml.crf.TextSentenceLabels" />
+          <meta name="keywords" content="TextSentenceLabels com.johnsnowlabs.ml.crf.TextSentenceLabels" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.ml.crf.TextSentenceLabels';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a></p>
+        <h1>TextSentenceLabels</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceLabels" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TextSentenceLabels</span><span class="params">(<span name="labels">labels: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.crf.TextSentenceLabels"><span>TextSentenceLabels</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.crf.TextSentenceLabels#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(labels:Seq[String]):com.johnsnowlabs.ml.crf.TextSentenceLabels"></a>
+      <a id="&lt;init&gt;:TextSentenceLabels"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TextSentenceLabels</span><span class="params">(<span name="labels">labels: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceLabels@&lt;init&gt;(labels:Seq[String]):com.johnsnowlabs.ml.crf.TextSentenceLabels" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceLabels@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceLabels@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceLabels@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceLabels@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceLabels@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceLabels@finalize():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceLabels@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.TextSentenceLabels#labels" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="labels:Seq[String]"></a>
+      <a id="labels:Seq[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">labels</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceLabels@labels:Seq[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceLabels@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceLabels@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceLabels@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceLabels@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceLabels@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceLabels@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.TextSentenceLabels@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
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+      <div id="tooltip"></div>
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+      <div id="footer">  </div>
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/Transition.html b/docs/api/com/johnsnowlabs/ml/crf/Transition.html
new file mode 100644
index 00000000000000..dd45b0d9e8a37a
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/crf/Transition.html
@@ -0,0 +1,493 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Transition - com.johnsnowlabs.ml.crf.Transition</title>
+          <meta name="description" content="Transition - com.johnsnowlabs.ml.crf.Transition" />
+          <meta name="keywords" content="Transition com.johnsnowlabs.ml.crf.Transition" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
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+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.ml.crf.Transition';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a></p>
+        <h1>Transition</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Transition" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Transition</span><span class="params">(<span name="stateFrom">stateFrom: <span class="extype" name="scala.Int">Int</span></span>, <span name="stateTo">stateTo: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.crf.Transition"><span>Transition</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.crf.Transition#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(stateFrom:Int,stateTo:Int):com.johnsnowlabs.ml.crf.Transition"></a>
+      <a id="&lt;init&gt;:Transition"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Transition</span><span class="params">(<span name="stateFrom">stateFrom: <span class="extype" name="scala.Int">Int</span></span>, <span name="stateTo">stateTo: <span class="extype" name="scala.Int">Int</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Transition@&lt;init&gt;(stateFrom:Int,stateTo:Int):com.johnsnowlabs.ml.crf.Transition" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Transition@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.Transition@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
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+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
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+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/VectorMath$.html b/docs/api/com/johnsnowlabs/ml/crf/VectorMath$.html
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index 00000000000000..3adf8433ea153a
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@@ -0,0 +1,723 @@
+<!DOCTYPE html >
+<html>
+        <head>
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+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a></p>
+        <h1>VectorMath</h1><h3><span class="morelinks"><div>Related Doc:
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+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.ml.crf.VectorMath.Matrix" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="Matrix=Array[Array[Float]]"></a>
+      <a id="Matrix:Matrix"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Matrix</span><span class="result"> = <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@Matrix=Array[Array[Float]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.VectorMath.Vector" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="Vector=Array[Float]"></a>
+      <a id="Vector:Vector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Vector</span><span class="result"> = <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@Vector=Array[Float]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.VectorMath#I" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="I(n:Int):com.johnsnowlabs.ml.crf.VectorMath.Matrix"></a>
+      <a id="I(Int):Matrix"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">I</span><span class="params">(<span name="n">n: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="#Matrix=Array[Array[Float]]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Matrix">Matrix</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@I(n:Int):com.johnsnowlabs.ml.crf.VectorMath.Matrix" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.VectorMath#Matrix" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="Matrix(n1:Int,n2:Int):com.johnsnowlabs.ml.crf.VectorMath.Matrix"></a>
+      <a id="Matrix(Int,Int):Matrix"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Matrix</span><span class="params">(<span name="n1">n1: <span class="extype" name="scala.Int">Int</span></span>, <span name="n2">n2: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="#Matrix=Array[Array[Float]]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Matrix">Matrix</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@Matrix(n1:Int,n2:Int):com.johnsnowlabs.ml.crf.VectorMath.Matrix" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.VectorMath#Vector" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="Vector(n:Int,value:Float):com.johnsnowlabs.ml.crf.VectorMath.Vector"></a>
+      <a id="Vector(Int,Float):Vector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Vector</span><span class="params">(<span name="n">n: <span class="extype" name="scala.Int">Int</span></span>, <span name="value">value: <span class="extype" name="scala.Float">Float</span> = <span class="symbol">0f</span></span>)</span><span class="result">: <a href="#Vector=Array[Float]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Vector">Vector</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@Vector(n:Int,value:Float):com.johnsnowlabs.ml.crf.VectorMath.Vector" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.VectorMath#copy" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="copy(from:com.johnsnowlabs.ml.crf.VectorMath.Vector,to:com.johnsnowlabs.ml.crf.VectorMath.Vector):Unit"></a>
+      <a id="copy(Vector,Vector):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="from">from: <a href="#Vector=Array[Float]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Vector">Vector</a></span>, <span name="to">to: <a href="#Vector=Array[Float]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Vector">Vector</a></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@copy(from:com.johnsnowlabs.ml.crf.VectorMath.Vector,to:com.johnsnowlabs.ml.crf.VectorMath.Vector):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.VectorMath#copy" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="copy(from:com.johnsnowlabs.ml.crf.VectorMath.Matrix,to:com.johnsnowlabs.ml.crf.VectorMath.Matrix):Unit"></a>
+      <a id="copy(Matrix,Matrix):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="from">from: <a href="#Matrix=Array[Array[Float]]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Matrix">Matrix</a></span>, <span name="to">to: <a href="#Matrix=Array[Array[Float]]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Matrix">Matrix</a></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@copy(from:com.johnsnowlabs.ml.crf.VectorMath.Matrix,to:com.johnsnowlabs.ml.crf.VectorMath.Matrix):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.VectorMath#exp" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="exp(matrixes:Array[com.johnsnowlabs.ml.crf.VectorMath.Matrix]):Unit"></a>
+      <a id="exp(Array[Matrix]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">exp</span><span class="params">(<span name="matrixes">matrixes: <span class="extype" name="scala.Array">Array</span>[<a href="#Matrix=Array[Array[Float]]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Matrix">Matrix</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@exp(matrixes:Array[com.johnsnowlabs.ml.crf.VectorMath.Matrix]):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.VectorMath#exp" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="exp(matrix:com.johnsnowlabs.ml.crf.VectorMath.Matrix):Unit"></a>
+      <a id="exp(Matrix):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">exp</span><span class="params">(<span name="matrix">matrix: <a href="#Matrix=Array[Array[Float]]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Matrix">Matrix</a></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@exp(matrix:com.johnsnowlabs.ml.crf.VectorMath.Matrix):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.VectorMath#fillMatrises" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="fillMatrises(matrixes:Array[com.johnsnowlabs.ml.crf.VectorMath.Matrix],value:Float):Unit"></a>
+      <a id="fillMatrises(Array[Matrix],Float):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fillMatrises</span><span class="params">(<span name="matrixes">matrixes: <span class="extype" name="scala.Array">Array</span>[<a href="#Matrix=Array[Array[Float]]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Matrix">Matrix</a>]</span>, <span name="value">value: <span class="extype" name="scala.Float">Float</span> = <span class="symbol">0f</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@fillMatrises(matrixes:Array[com.johnsnowlabs.ml.crf.VectorMath.Matrix],value:Float):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.VectorMath#fillMatrix" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="fillMatrix(matrix:com.johnsnowlabs.ml.crf.VectorMath.Matrix,value:Float):Unit"></a>
+      <a id="fillMatrix(Matrix,Float):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fillMatrix</span><span class="params">(<span name="matrix">matrix: <a href="#Matrix=Array[Array[Float]]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Matrix">Matrix</a></span>, <span name="value">value: <span class="extype" name="scala.Float">Float</span> = <span class="symbol">0f</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@fillMatrix(matrix:com.johnsnowlabs.ml.crf.VectorMath.Matrix,value:Float):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.VectorMath#fillVector" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="fillVector(vector:com.johnsnowlabs.ml.crf.VectorMath.Vector,value:Float):Unit"></a>
+      <a id="fillVector(Vector,Float):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fillVector</span><span class="params">(<span name="vector">vector: <a href="#Vector=Array[Float]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Vector">Vector</a></span>, <span name="value">value: <span class="extype" name="scala.Float">Float</span> = <span class="symbol">0f</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@fillVector(vector:com.johnsnowlabs.ml.crf.VectorMath.Vector,value:Float):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
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+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@hashCode():Int" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.VectorMath#mult" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="mult(a:com.johnsnowlabs.ml.crf.VectorMath.Matrix,b:com.johnsnowlabs.ml.crf.VectorMath.Matrix):com.johnsnowlabs.ml.crf.VectorMath.Matrix"></a>
+      <a id="mult(Matrix,Matrix):Matrix"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">mult</span><span class="params">(<span name="a">a: <a href="#Matrix=Array[Array[Float]]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Matrix">Matrix</a></span>, <span name="b">b: <a href="#Matrix=Array[Array[Float]]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Matrix">Matrix</a></span>)</span><span class="result">: <a href="#Matrix=Array[Array[Float]]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Matrix">Matrix</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@mult(a:com.johnsnowlabs.ml.crf.VectorMath.Matrix,b:com.johnsnowlabs.ml.crf.VectorMath.Matrix):com.johnsnowlabs.ml.crf.VectorMath.Matrix" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.VectorMath#multiply" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="multiply(vector:com.johnsnowlabs.ml.crf.VectorMath.Vector,a:Float):Unit"></a>
+      <a id="multiply(Vector,Float):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">multiply</span><span class="params">(<span name="vector">vector: <a href="#Vector=Array[Float]" class="extmbr" name="com.johnsnowlabs.ml.crf.VectorMath.Vector">Vector</a></span>, <span name="a">a: <span class="extype" name="scala.Float">Float</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@multiply(vector:com.johnsnowlabs.ml.crf.VectorMath.Vector,a:Float):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.VectorMath$@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
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+
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+
+      <div id="tooltip"></div>
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+      <div id="footer">  </div>
+
+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/ml/crf/WordAttrs.html b/docs/api/com/johnsnowlabs/ml/crf/WordAttrs.html
new file mode 100644
index 00000000000000..eb30d5bf4a84e6
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/crf/WordAttrs.html
@@ -0,0 +1,493 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>WordAttrs - com.johnsnowlabs.ml.crf.WordAttrs</title>
+          <meta name="description" content="WordAttrs - com.johnsnowlabs.ml.crf.WordAttrs" />
+          <meta name="keywords" content="WordAttrs com.johnsnowlabs.ml.crf.WordAttrs" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.ml.crf.WordAttrs';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a></p>
+        <h1>WordAttrs</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.WordAttrs" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WordAttrs</span><span class="params">(<span name="strAttrs">strAttrs: <span class="extype" name="scala.Seq">Seq</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>)]</span>, <span name="numAttrs">numAttrs: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>] = <span class="symbol">Array.empty</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.crf.WordAttrs"><span>WordAttrs</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.crf.WordAttrs#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(strAttrs:Seq[(String,String)],numAttrs:Array[Float]):com.johnsnowlabs.ml.crf.WordAttrs"></a>
+      <a id="&lt;init&gt;:WordAttrs"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WordAttrs</span><span class="params">(<span name="strAttrs">strAttrs: <span class="extype" name="scala.Seq">Seq</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>)]</span>, <span name="numAttrs">numAttrs: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>] = <span class="symbol">Array.empty</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.WordAttrs@&lt;init&gt;(strAttrs:Seq[(String,String)],numAttrs:Array[Float]):com.johnsnowlabs.ml.crf.WordAttrs" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
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+        <span class="modifier">final </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      <span class="modifier_kind">
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
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+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.WordAttrs@notifyAll():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.crf.WordAttrs#numAttrs" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="numAttrs:Array[Float]"></a>
+      <a id="numAttrs:Array[Float]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">numAttrs</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.WordAttrs@numAttrs:Array[Float]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.crf.WordAttrs#strAttrs" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="strAttrs:Seq[(String,String)]"></a>
+      <a id="strAttrs:Seq[(String,String)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">strAttrs</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.WordAttrs@strAttrs:Seq[(String,String)]" title="Permalink" target="_top">
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+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.WordAttrs@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.WordAttrs@wait():Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.crf.WordAttrs@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      </a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
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+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
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+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
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+      <h4 class="signature">
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+    </span>
+      <p class="shortcomment cmt">Hyper Parameters and Setting for LinearChainCrf training</p><div class="fullcomment"><div class="comment cmt"><p>Hyper Parameters and Setting for LinearChainCrf training</p></div><dl class="paramcmts block"><dt class="param">minEpochs</dt><dd class="cmt"><p>- Minimum number of epochs to train</p></dd><dt class="param">maxEpochs</dt><dd class="cmt"><p>- Maximum number of epochs to train</p></dd><dt class="param">l2</dt><dd class="cmt"><p>- l2 regularization coefficient</p></dd><dt class="param">c0</dt><dd class="cmt"><p>- Initial number of steps in decay strategy</p></dd><dt class="param">lossEps</dt><dd class="cmt"><p>- If loss after a SGD epochs haven't improved (absolutely) more than lossEps, then training is stopped</p></dd><dt class="param">randomSeed</dt><dd class="cmt"><p>- Seed for random</p></dd><dt class="param">verbose</dt><dd class="cmt"><p>- Level of verbosity during training procedure</p></dd></dl></div>
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+          <title>DatasetEncoderParams - com.johnsnowlabs.ml.tensorflow.DatasetEncoderParams</title>
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+          <meta name="keywords" content="DatasetEncoderParams com.johnsnowlabs.ml.tensorflow.DatasetEncoderParams" />
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+        <h1>DatasetEncoderParams</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.tensorflow">package tensorflow</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.DatasetEncoderParams" title="Permalink" target="_top">
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+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
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+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+              <ol>
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+                <span class="filtertype">Inherited<br />
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+                <ol id="linearization">
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+              <h3>Instance Constructors</h3>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="kind">def</span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+      <a id="clone():Object"></a>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+        <span class="modifier">final </span>
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+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+    </li><li name="com.johnsnowlabs.ml.tensorflow.Logging#getLogName" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getLogName:String"></a>
+      <a id="getLogName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLogName</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
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+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="com.johnsnowlabs.ml.tensorflow.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log(value:=&gt;String,minLevel:com.johnsnowlabs.nlp.annotators.ner.Verbose.Level):Unit"></a>
+      <a id="log(⇒String,Level):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="params">(<span name="value">value: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="minLevel">minLevel: <a href="../../nlp/annotators/ner/Verbose$.html#Level=com.johnsnowlabs.nlp.annotators.ner.Verbose.Value" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.Verbose.Level">Level</a></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.Logging@log(value:=&gt;String,minLevel:com.johnsnowlabs.nlp.annotators.ner.Verbose.Level):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.Logging#logger" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logger:org.slf4j.Logger"></a>
+      <a id="logger:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logger</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/NerBatch$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/NerBatch$.html
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+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
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+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
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+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
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+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+              
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+    </li></ol>
+            </div>
+
+        
+
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+        </div>
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+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/NerBatch.html b/docs/api/com/johnsnowlabs/ml/tensorflow/NerBatch.html
new file mode 100644
index 00000000000000..1635c8caf5d70a
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/NerBatch.html
@@ -0,0 +1,624 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NerBatch - com.johnsnowlabs.ml.tensorflow.NerBatch</title>
+          <meta name="description" content="NerBatch - com.johnsnowlabs.ml.tensorflow.NerBatch" />
+          <meta name="keywords" content="NerBatch com.johnsnowlabs.ml.tensorflow.NerBatch" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
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+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="NerBatch$.html" title="See companion object"><img alt="Class/Object" src="../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.tensorflow">tensorflow</a></p>
+        <h1><a href="NerBatch$.html" title="See companion object">NerBatch</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="NerBatch$.html" title="See companion object">object NerBatch</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.ml.tensorflow">package tensorflow</a>
+          </div></span></h3><span class="permalink">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerBatch</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Batch that contains data in Tensorflow input format.
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
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+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
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+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.tensorflow.NerBatch"><span>NerBatch</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
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+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.tensorflow.NerBatch#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(wordEmbeddings:Array[Array[Array[Float]]],charIds:Array[Array[Array[Int]]],wordLengths:Array[Array[Int]],sentenceLengths:Array[Int],maxLength:Int,isWordStart:Array[Array[Boolean]]):com.johnsnowlabs.ml.tensorflow.NerBatch"></a>
+      <a id="&lt;init&gt;:NerBatch"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerBatch</span><span class="params">(<span name="wordEmbeddings">wordEmbeddings: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]]]</span>, <span name="charIds">charIds: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]]]</span>, <span name="wordLengths">wordLengths: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]]</span>, <span name="sentenceLengths">sentenceLengths: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>, <span name="maxLength">maxLength: <span class="extype" name="scala.Int">Int</span></span>, <span name="isWordStart">isWordStart: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Boolean">Boolean</span>]]</span>)</span>
+      </span>
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+      <a id="##():Int"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
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+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <a id="asInstanceOf[T0]:T0"></a>
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+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">batchSize</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <a id="charIds:Array[Array[Array[Int]]]"></a>
+      <a id="charIds:Array[Array[Array[Int]]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">charIds</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]]]</span>
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+    </span>
+      
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+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.NerBatch@hashCode():Int" title="Permalink" target="_top">
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="com.johnsnowlabs.ml.tensorflow.NerBatch#isWordStart" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="isWordStart:Array[Array[Boolean]]"></a>
+      <a id="isWordStart:Array[Array[Boolean]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isWordStart</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Boolean">Boolean</span>]]</span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.NerBatch#maxLength" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="maxLength:Int"></a>
+      <a id="maxLength:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxLength</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.NerBatch@maxLength:Int" title="Permalink" target="_top">
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+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </li><li name="com.johnsnowlabs.ml.tensorflow.NerBatch#sentenceLengths" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="sentenceLengths:Array[Int]"></a>
+      <a id="sentenceLengths:Array[Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sentenceLengths</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.NerBatch@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.NerBatch#wordEmbeddings" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="wordEmbeddings:Array[Array[Array[Float]]]"></a>
+      <a id="wordEmbeddings:Array[Array[Array[Float]]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wordEmbeddings</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]]]</span>
+      </span>
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+      <h4 class="signature">
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/NerDatasetEncoder.html b/docs/api/com/johnsnowlabs/ml/tensorflow/NerDatasetEncoder.html
new file mode 100644
index 00000000000000..074122763b0df5
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/NerDatasetEncoder.html
@@ -0,0 +1,679 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NerDatasetEncoder - com.johnsnowlabs.ml.tensorflow.NerDatasetEncoder</title>
+          <meta name="description" content="NerDatasetEncoder - com.johnsnowlabs.ml.tensorflow.NerDatasetEncoder" />
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+        <h1>NerDatasetEncoder</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.tensorflow">package tensorflow</a>
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+              <h3>Value Members</h3>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.NerDatasetEncoder#char2Id" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="char2Id:scala.collection.immutable.Map[Char,Int]"></a>
+      <a id="char2Id:Map[Char,Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">char2Id</span><span class="result">: <span class="extype" name="scala.collection.immutable.Map">Map</span>[<span class="extype" name="scala.Char">Char</span>, <span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
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+      <a id="chars:Array[Char]"></a>
+      <a id="chars:Array[Char]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">chars</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Char">Char</span>]</span>
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+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.NerDatasetEncoder@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.NerDatasetEncoder#convertBatchTags" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="convertBatchTags(tags:Array[String],sentenceLength:Array[Int]):Array[Array[String]]"></a>
+      <a id="convertBatchTags(Array[String],Array[Int]):Array[Array[String]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">convertBatchTags</span><span class="params">(<span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="sentenceLength">sentenceLength: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.NerDatasetEncoder@convertBatchTags(tags:Array[String],sentenceLength:Array[Int]):Array[Array[String]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Converts Tensorflow tags output to 2-dimensional Array with shape: (Batch, Sentence Length).</p><div class="fullcomment"><div class="comment cmt"><p>Converts Tensorflow tags output to 2-dimensional Array with shape: (Batch, Sentence Length).
+</p></div><dl class="paramcmts block"><dt class="param">tags</dt><dd class="cmt"><p>2-dimensional tensor in plain array</p></dd><dt class="param">sentenceLength</dt><dd class="cmt"><p>Every sentence length (number of words).</p></dd><dt>returns</dt><dd class="cmt"><p>List of tags for each sentence</p></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.NerDatasetEncoder#decodeOutputData" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="decodeOutputData(tagIds:Array[Int]):Array[String]"></a>
+      <a id="decodeOutputData(Array[Int]):Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">decodeOutputData</span><span class="params">(<span name="tagIds">tagIds: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.NerDatasetEncoder@decodeOutputData(tagIds:Array[Int]):Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Converts Tag Identifiers to Source Names
+</p><div class="fullcomment"><div class="comment cmt"><p>Converts Tag Identifiers to Source Names
+</p></div><dl class="paramcmts block"><dt class="param">tagIds</dt><dd class="cmt"><p>Tag Ids encoded for Tensorflow Model.</p></dd><dt>returns</dt><dd class="cmt"><p>Tag names</p></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.NerDatasetEncoder#encodeInputData" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="encodeInputData(sentences:Array[com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence]):com.johnsnowlabs.ml.tensorflow.NerBatch"></a>
+      <a id="encodeInputData(Array[WordpieceEmbeddingsSentence]):NerBatch"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">encodeInputData</span><span class="params">(<span name="sentences">sentences: <span class="extype" name="scala.Array">Array</span>[<a href="../../nlp/annotators/common/WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a>]</span>)</span><span class="result">: <a href="NerBatch.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.NerBatch">NerBatch</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.NerDatasetEncoder@encodeInputData(sentences:Array[com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence]):com.johnsnowlabs.ml.tensorflow.NerBatch" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.NerDatasetEncoder#encodeTags" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="encodeTags(tags:Array[Array[String]]):Array[Array[Int]]"></a>
+      <a id="encodeTags(Array[Array[String]]):Array[Array[Int]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">encodeTags</span><span class="params">(<span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.NerDatasetEncoder@encodeTags(tags:Array[Array[String]]):Array[Array[Int]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+        <h1>ReadTensorflowModel</h1><h3><span class="morelinks"><div>Related Doc:
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+        <span class="name">ReadTensorflowModel</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      
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+              
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+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <a id="notify():Unit"></a>
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+      <span class="modifier_kind">
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
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+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
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+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/SentenceGrouper.html b/docs/api/com/johnsnowlabs/ml/tensorflow/SentenceGrouper.html
new file mode 100644
index 00000000000000..792ec850fb6dec
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/SentenceGrouper.html
@@ -0,0 +1,527 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SentenceGrouper - com.johnsnowlabs.ml.tensorflow.SentenceGrouper</title>
+          <meta name="description" content="SentenceGrouper - com.johnsnowlabs.ml.tensorflow.SentenceGrouper" />
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+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.tensorflow">tensorflow</a></p>
+        <h1>SentenceGrouper</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.tensorflow">package tensorflow</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.SentenceGrouper" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SentenceGrouper</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="getLength">getLength: (<span class="extype" name="com.johnsnowlabs.ml.tensorflow.SentenceGrouper.T">T</span>) ⇒ <span class="extype" name="scala.Int">Int</span></span>, <span name="sizes">sizes: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>] = <span class="symbol">Array(5, 10, 20, 50)</span></span>)</span><span class="params">(<span class="implicit">implicit </span><span name="evidence$1">evidence$1: <span class="extype" name="scala.reflect.ClassTag">ClassTag</span>[<span class="extype" name="com.johnsnowlabs.ml.tensorflow.SentenceGrouper.T">T</span>]</span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.tensorflow.SentenceGrouper"><span>SentenceGrouper</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.tensorflow.SentenceGrouper#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="==(x$1:Any):Boolean"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
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+    </li><li name="com.johnsnowlabs.ml.tensorflow.SentenceGrouper#getBucketId" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getBucketId(len:Int):Int"></a>
+      <a id="getBucketId(Int):Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getBucketId</span><span class="params">(<span name="len">len: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+      <h4 class="signature">
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+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
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+      </span>
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+    </li><li name="com.johnsnowlabs.ml.tensorflow.SentenceGrouper#sizes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="sizes:Array[Int]"></a>
+      <a id="sizes:Array[Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sizes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>
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+      </h4><span class="permalink">
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+      <a id="slice(source:TraversableOnce[T],batchSize:Int):Iterator[Array[T]]"></a>
+      <a id="slice(TraversableOnce[T],Int):Iterator[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
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+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.SentenceGrouper@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+      </a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
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+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+              
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+      <a id="wait(x$1:Long):Unit"></a>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
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+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
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+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
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+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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+        
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/TensorResources$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/TensorResources$.html
new file mode 100644
index 00000000000000..5b8f89d58e1098
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/TensorResources$.html
@@ -0,0 +1,552 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TensorResources - com.johnsnowlabs.ml.tensorflow.TensorResources</title>
+          <meta name="description" content="TensorResources - com.johnsnowlabs.ml.tensorflow.TensorResources" />
+          <meta name="keywords" content="TensorResources com.johnsnowlabs.ml.tensorflow.TensorResources" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+   	  </script>
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+        </head>
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+      <div id="definition">
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+            Related Docs:
+            <a href="TensorResources.html" title="See companion class">class TensorResources</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.ml.tensorflow">package tensorflow</a>
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+        <span class="modifier"></span>
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+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
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+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorResources#calculateTensorSize" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="calculateTensorSize(source:org.tensorflow.Tensor[_],size:Option[Int]):Int"></a>
+      <a id="calculateTensorSize(Tensor[_],Option[Int]):Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">calculateTensorSize</span><span class="params">(<span name="source">source: <span class="extype" name="org.tensorflow.Tensor">Tensor</span>[_]</span>, <span name="size">size: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Int">Int</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+      </a>
+    </span>
+      
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+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+    </span>)</span>
+              
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+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorResources#extractFloats" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="extractFloats(source:org.tensorflow.Tensor[_],size:Option[Int]):Array[Float]"></a>
+      <a id="extractFloats(Tensor[_],Option[Int]):Array[Float]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractFloats</span><span class="params">(<span name="source">source: <span class="extype" name="org.tensorflow.Tensor">Tensor</span>[_]</span>, <span name="size">size: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Int">Int</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorResources$@extractFloats(source:org.tensorflow.Tensor[_],size:Option[Int]):Array[Float]" title="Permalink" target="_top">
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+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorResources#extractInts" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="extractInts(source:org.tensorflow.Tensor[_],size:Option[Int]):Array[Int]"></a>
+      <a id="extractInts(Tensor[_],Option[Int]):Array[Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractInts</span><span class="params">(<span name="source">source: <span class="extype" name="org.tensorflow.Tensor">Tensor</span>[_]</span>, <span name="size">size: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Int">Int</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorResources#extractLongs" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="extractLongs(source:org.tensorflow.Tensor[_],size:Option[Int]):Array[Long]"></a>
+      <a id="extractLongs(Tensor[_],Option[Int]):Array[Long]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractLongs</span><span class="params">(<span name="source">source: <span class="extype" name="org.tensorflow.Tensor">Tensor</span>[_]</span>, <span name="size">size: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Int">Int</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Long">Long</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorResources$@extractLongs(source:org.tensorflow.Tensor[_],size:Option[Int]):Array[Long]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorResources$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorResources$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
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+              
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+    </li></ol>
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+        <div class="parent" name="scala.AnyRef">
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+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/TensorResources.html b/docs/api/com/johnsnowlabs/ml/tensorflow/TensorResources.html
new file mode 100644
index 00000000000000..ea5b72237465ac
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/TensorResources.html
@@ -0,0 +1,538 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TensorResources - com.johnsnowlabs.ml.tensorflow.TensorResources</title>
+          <meta name="description" content="TensorResources - com.johnsnowlabs.ml.tensorflow.TensorResources" />
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+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="TensorResources$.html" title="See companion object"><img alt="Class/Object" src="../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.tensorflow">tensorflow</a></p>
+        <h1><a href="TensorResources$.html" title="See companion object">TensorResources</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="TensorResources$.html" title="See companion object">object TensorResources</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.ml.tensorflow">package tensorflow</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorResources" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TensorResources</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.tensorflow.TensorResources"><span>TensorResources</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
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+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.tensorflow.TensorResources#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.ml.tensorflow.TensorResources"></a>
+      <a id="&lt;init&gt;:TensorResources"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TensorResources</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorResources@&lt;init&gt;():com.johnsnowlabs.ml.tensorflow.TensorResources" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorResources@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorResources@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorResources@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorResources@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorResources#clearTensors" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="clearTensors():Unit"></a>
+      <a id="clearTensors():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clearTensors</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorResources@clearTensors():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorResources@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorResources#createTensor" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="createTensor[T](obj:T):org.tensorflow.Tensor[_]"></a>
+      <a id="createTensor[T](T):Tensor[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">createTensor</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="obj">obj: <span class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorResources.createTensor.T">T</span></span>)</span><span class="result">: <span class="extype" name="org.tensorflow.Tensor">Tensor</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorResources@createTensor[T](obj:T):org.tensorflow.Tensor[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorResources@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorResources@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorResources@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorResources@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorResources@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorResources@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorResources@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorResources@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorResources@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
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+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+              
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+        <span class="modifier">final </span>
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+      </span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/TensorflowBert.html b/docs/api/com/johnsnowlabs/ml/tensorflow/TensorflowBert.html
new file mode 100644
index 00000000000000..484a75da5729f2
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/TensorflowBert.html
@@ -0,0 +1,574 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TensorflowBert - com.johnsnowlabs.ml.tensorflow.TensorflowBert</title>
+          <meta name="description" content="TensorflowBert - com.johnsnowlabs.ml.tensorflow.TensorflowBert" />
+          <meta name="keywords" content="TensorflowBert com.johnsnowlabs.ml.tensorflow.TensorflowBert" />
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+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.tensorflow">tensorflow</a></p>
+        <h1>TensorflowBert</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.tensorflow">package tensorflow</a>
+          </div></span></h3><span class="permalink">
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+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TensorflowBert</span><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
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+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
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+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.tensorflow.TensorflowBert"><span>TensorflowBert</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.tensorflow.TensorflowBert#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,sentenceStartTokenId:Int,sentenceEndTokenId:Int,maxSentenceLength:Int,batchSize:Int,configProtoBytes:Option[Array[Byte]]):com.johnsnowlabs.ml.tensorflow.TensorflowBert"></a>
+      <a id="&lt;init&gt;:TensorflowBert"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+      </span>
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+            </div>
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+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowBert#calculateEmbeddings" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="calculateEmbeddings(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence]):Seq[com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence]"></a>
+      <a id="calculateEmbeddings(Seq[WordpieceTokenizedSentence]):Seq[WordpieceEmbeddingsSentence]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">calculateEmbeddings</span><span class="params">(<span name="sentences">sentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../nlp/annotators/common/WordpieceTokenizedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence">WordpieceTokenizedSentence</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../nlp/annotators/common/WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowBert@calculateEmbeddings(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence]):Seq[com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowBert@clone():Object" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowBert#encode" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="encode(sentence:com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence):Array[Int]"></a>
+      <a id="encode(WordpieceTokenizedSentence):Array[Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">encode</span><span class="params">(<span name="sentence">sentence: <a href="../../nlp/annotators/common/WordpieceTokenizedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence">WordpieceTokenizedSentence</a></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowBert@encode(sentence:com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence):Array[Int]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowBert@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/TensorflowNer.html b/docs/api/com/johnsnowlabs/ml/tensorflow/TensorflowNer.html
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@@ -0,0 +1,797 @@
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+        <h1>TensorflowNer</h1><h3><span class="morelinks"><div>Related Doc:
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+      <a id="&lt;init&gt;:TensorflowNer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TensorflowNer</span><span class="params">(<span name="tensorflow">tensorflow: <a href="TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>, <span name="encoder">encoder: <a href="NerDatasetEncoder.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.NerDatasetEncoder">NerDatasetEncoder</a></span>, <span name="batchSize">batchSize: <span class="extype" name="scala.Int">Int</span></span>, <span name="verboseLevel">verboseLevel: <a href="../../nlp/annotators/ner/Verbose$.html#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.Verbose.Value">nlp.annotators.ner.Verbose.Value</a></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@&lt;init&gt;(tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,encoder:com.johnsnowlabs.ml.tensorflow.NerDatasetEncoder,batchSize:Int,verboseLevel:com.johnsnowlabs.nlp.annotators.ner.Verbose.Value):com.johnsnowlabs.ml.tensorflow.TensorflowNer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowNer#batchSize" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="batchSize:Int"></a>
+      <a id="batchSize:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">batchSize</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@batchSize:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowNer#calcStat" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="calcStat(tp:Int,fp:Int,fn:Int):(Float,Float,Float)"></a>
+      <a id="calcStat(Int,Int,Int):(Float,Float,Float)"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">calcStat</span><span class="params">(<span name="tp">tp: <span class="extype" name="scala.Int">Int</span></span>, <span name="fp">fp: <span class="extype" name="scala.Int">Int</span></span>, <span name="fn">fn: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: (<span class="extype" name="scala.Float">Float</span>, <span class="extype" name="scala.Float">Float</span>, <span class="extype" name="scala.Float">Float</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@calcStat(tp:Int,fp:Int,fn:Int):(Float,Float,Float)" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowNer#doSlice" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="doSlice[T](dataset:TraversableOnce[T],getLen:T=&gt;Int,batchSize:Int)(implicitevidence$1:scala.reflect.ClassTag[T]):Iterator[Array[T]]"></a>
+      <a id="doSlice[T](TraversableOnce[T],(T)⇒Int,Int)(ClassTag[T]):Iterator[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">doSlice</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="scala.TraversableOnce">TraversableOnce</span>[<span class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowNer.doSlice.T">T</span>]</span>, <span name="getLen">getLen: (<span class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowNer.doSlice.T">T</span>) ⇒ <span class="extype" name="scala.Int">Int</span></span>, <span name="batchSize">batchSize: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">32</span></span>)</span><span class="params">(<span class="implicit">implicit </span><span name="arg0">arg0: <span class="extype" name="scala.reflect.ClassTag">ClassTag</span>[<span class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowNer.doSlice.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Iterator">Iterator</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowNer.doSlice.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@doSlice[T](dataset:TraversableOnce[T],getLen:T=&gt;Int,batchSize:Int)(implicitevidence$1:scala.reflect.ClassTag[T]):Iterator[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowNer#encoder" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="encoder:com.johnsnowlabs.ml.tensorflow.NerDatasetEncoder"></a>
+      <a id="encoder:NerDatasetEncoder"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">encoder</span><span class="result">: <a href="NerDatasetEncoder.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.NerDatasetEncoder">NerDatasetEncoder</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@encoder:com.johnsnowlabs.ml.tensorflow.NerDatasetEncoder" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowNer#getLogName" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getLogName:String"></a>
+      <a id="getLogName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLogName</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@getLogName:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowNer">TensorflowNer</a> → <a href="Logging.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.Logging">Logging</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowNer#getPiecesTags" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getPiecesTags(tokenTags:Array[com.johnsnowlabs.ml.crf.TextSentenceLabels],sentences:Array[com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence]):Array[Array[String]]"></a>
+      <a id="getPiecesTags(Array[TextSentenceLabels],Array[WordpieceEmbeddingsSentence]):Array[Array[String]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getPiecesTags</span><span class="params">(<span name="tokenTags">tokenTags: <span class="extype" name="scala.Array">Array</span>[<a href="../crf/TextSentenceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.TextSentenceLabels">TextSentenceLabels</a>]</span>, <span name="sentences">sentences: <span class="extype" name="scala.Array">Array</span>[<a href="../../nlp/annotators/common/WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@getPiecesTags(tokenTags:Array[com.johnsnowlabs.ml.crf.TextSentenceLabels],sentences:Array[com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence]):Array[Array[String]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowNer#getPiecesTags" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getPiecesTags(tokenTags:com.johnsnowlabs.ml.crf.TextSentenceLabels,sentence:com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence):Array[String]"></a>
+      <a id="getPiecesTags(TextSentenceLabels,WordpieceEmbeddingsSentence):Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getPiecesTags</span><span class="params">(<span name="tokenTags">tokenTags: <a href="../crf/TextSentenceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.TextSentenceLabels">TextSentenceLabels</a></span>, <span name="sentence">sentence: <a href="../../nlp/annotators/common/WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@getPiecesTags(tokenTags:com.johnsnowlabs.ml.crf.TextSentenceLabels,sentence:com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence):Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log(value:=&gt;String,minLevel:com.johnsnowlabs.nlp.annotators.ner.Verbose.Level):Unit"></a>
+      <a id="log(⇒String,Level):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="params">(<span name="value">value: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="minLevel">minLevel: <a href="../../nlp/annotators/ner/Verbose$.html#Level=com.johnsnowlabs.nlp.annotators.ner.Verbose.Value" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.Verbose.Level">Level</a></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@log(value:=&gt;String,minLevel:com.johnsnowlabs.nlp.annotators.ner.Verbose.Level):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Logging.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.Logging">Logging</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.Logging#logger" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logger:org.slf4j.Logger"></a>
+      <a id="logger:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logger</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@logger:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Logging.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.Logging">Logging</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowNer#measure" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="measure(labeled:Array[(com.johnsnowlabs.ml.crf.TextSentenceLabels,com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence)],log:String=&gt;Unit,extended:Boolean,batchSize:Int):Unit"></a>
+      <a id="measure(Array[(TextSentenceLabels,WordpieceEmbeddingsSentence)],(String)⇒Unit,Boolean,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">measure</span><span class="params">(<span name="labeled">labeled: <span class="extype" name="scala.Array">Array</span>[(<a href="../crf/TextSentenceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.TextSentenceLabels">TextSentenceLabels</a>, <a href="../../nlp/annotators/common/WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a>)]</span>, <span name="log">log: (<span class="extype" name="scala.Predef.String">String</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>, <span name="extended">extended: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="batchSize">batchSize: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">100</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@measure(labeled:Array[(com.johnsnowlabs.ml.crf.TextSentenceLabels,com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence)],log:String=&gt;Unit,extended:Boolean,batchSize:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowNer#predict" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="predict(dataset:Array[com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence],configProtoBytes:Option[Array[Byte]]):Array[Array[String]]"></a>
+      <a id="predict(Array[WordpieceEmbeddingsSentence],Option[Array[Byte]]):Array[Array[String]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">predict</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="scala.Array">Array</span>[<a href="../../nlp/annotators/common/WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a>]</span>, <span name="configProtoBytes">configProtoBytes: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@predict(dataset:Array[com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence],configProtoBytes:Option[Array[Byte]]):Array[Array[String]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowNer#slice" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="slice(dataset:TraversableOnce[(com.johnsnowlabs.ml.crf.TextSentenceLabels,com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence)],batchSize:Int):Iterator[Array[(com.johnsnowlabs.ml.crf.TextSentenceLabels,com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence)]]"></a>
+      <a id="slice(TraversableOnce[(TextSentenceLabels,WordpieceEmbeddingsSentence)],Int):Iterator[Array[(TextSentenceLabels,WordpieceEmbeddingsSentence)]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">slice</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="scala.TraversableOnce">TraversableOnce</span>[(<a href="../crf/TextSentenceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.TextSentenceLabels">TextSentenceLabels</a>, <a href="../../nlp/annotators/common/WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a>)]</span>, <span name="batchSize">batchSize: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">32</span></span>)</span><span class="result">: <span class="extype" name="scala.Iterator">Iterator</span>[<span class="extype" name="scala.Array">Array</span>[(<a href="../crf/TextSentenceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.TextSentenceLabels">TextSentenceLabels</a>, <a href="../../nlp/annotators/common/WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a>)]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@slice(dataset:TraversableOnce[(com.johnsnowlabs.ml.crf.TextSentenceLabels,com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence)],batchSize:Int):Iterator[Array[(com.johnsnowlabs.ml.crf.TextSentenceLabels,com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence)]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowNer#tagsForTokens" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="tagsForTokens(labels:Array[Array[String]],pieces:Array[com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence]):Array[Array[String]]"></a>
+      <a id="tagsForTokens(Array[Array[String]],Array[WordpieceEmbeddingsSentence]):Array[Array[String]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tagsForTokens</span><span class="params">(<span name="labels">labels: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]]</span>, <span name="pieces">pieces: <span class="extype" name="scala.Array">Array</span>[<a href="../../nlp/annotators/common/WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@tagsForTokens(labels:Array[Array[String]],pieces:Array[com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence]):Array[Array[String]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowNer#tagsForTokens" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="tagsForTokens(labels:Array[String],pieces:com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence):Array[String]"></a>
+      <a id="tagsForTokens(Array[String],WordpieceEmbeddingsSentence):Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tagsForTokens</span><span class="params">(<span name="labels">labels: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="pieces">pieces: <a href="../../nlp/annotators/common/WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@tagsForTokens(labels:Array[String],pieces:com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence):Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowNer#tensorflow" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a>
+      <a id="tensorflow:TensorflowWrapper"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tensorflow</span><span class="result">: <a href="TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowNer#train" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="train(trainDataset:Array[(com.johnsnowlabs.ml.crf.TextSentenceLabels,com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence)],lr:Float,po:Float,batchSize:Int,dropout:Float,startEpoch:Int,endEpoch:Int,validation:Array[(com.johnsnowlabs.ml.crf.TextSentenceLabels,com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence)],configProtoBytes:Option[Array[Byte]],trainValidationProp:Float):Unit"></a>
+      <a id="train(Array[(TextSentenceLabels,WordpieceEmbeddingsSentence)],Float,Float,Int,Float,Int,Int,Array[(TextSentenceLabels,WordpieceEmbeddingsSentence)],Option[Array[Byte]],Float):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">train</span><span class="params">(<span name="trainDataset">trainDataset: <span class="extype" name="scala.Array">Array</span>[(<a href="../crf/TextSentenceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.TextSentenceLabels">TextSentenceLabels</a>, <a href="../../nlp/annotators/common/WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a>)]</span>, <span name="lr">lr: <span class="extype" name="scala.Float">Float</span></span>, <span name="po">po: <span class="extype" name="scala.Float">Float</span></span>, <span name="batchSize">batchSize: <span class="extype" name="scala.Int">Int</span></span>, <span name="dropout">dropout: <span class="extype" name="scala.Float">Float</span></span>, <span name="startEpoch">startEpoch: <span class="extype" name="scala.Int">Int</span></span>, <span name="endEpoch">endEpoch: <span class="extype" name="scala.Int">Int</span></span>, <span name="validation">validation: <span class="extype" name="scala.Array">Array</span>[(<a href="../crf/TextSentenceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.TextSentenceLabels">TextSentenceLabels</a>, <a href="../../nlp/annotators/common/WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a>)] = <span class="symbol">Array.empty</span></span>, <span name="configProtoBytes">configProtoBytes: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]] = <span class="symbol">None</span></span>, <span name="trainValidationProp">trainValidationProp: <span class="extype" name="scala.Float">Float</span> = <span class="symbol">0.0f</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@train(trainDataset:Array[(com.johnsnowlabs.ml.crf.TextSentenceLabels,com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence)],lr:Float,po:Float,batchSize:Int,dropout:Float,startEpoch:Int,endEpoch:Int,validation:Array[(com.johnsnowlabs.ml.crf.TextSentenceLabels,com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence)],configProtoBytes:Option[Array[Byte]],trainValidationProp:Float):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowNer#verboseLevel" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="verboseLevel:com.johnsnowlabs.nlp.annotators.ner.Verbose.Value"></a>
+      <a id="verboseLevel:nlp.annotators.ner.Verbose.Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">verboseLevel</span><span class="result">: <a href="../../nlp/annotators/ner/Verbose$.html#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.Verbose.Value">nlp.annotators.ner.Verbose.Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@verboseLevel:com.johnsnowlabs.nlp.annotators.ner.Verbose.Value" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowNer">TensorflowNer</a> → <a href="Logging.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.Logging">Logging</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowNer@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.ml.tensorflow.Logging">
+              <h3>Inherited from <a href="Logging.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.Logging">Logging</a></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/TensorflowSpell.html b/docs/api/com/johnsnowlabs/ml/tensorflow/TensorflowSpell.html
new file mode 100644
index 00000000000000..af3c54dd978c0f
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/TensorflowSpell.html
@@ -0,0 +1,780 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TensorflowSpell - com.johnsnowlabs.ml.tensorflow.TensorflowSpell</title>
+          <meta name="description" content="TensorflowSpell - com.johnsnowlabs.ml.tensorflow.TensorflowSpell" />
+          <meta name="keywords" content="TensorflowSpell com.johnsnowlabs.ml.tensorflow.TensorflowSpell" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.ml.tensorflow.TensorflowSpell';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.tensorflow">tensorflow</a></p>
+        <h1>TensorflowSpell</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.ml.tensorflow">package tensorflow</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TensorflowSpell</span><span class="result"> extends <a href="Logging.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.Logging">Logging</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="Logging.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.Logging">Logging</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.tensorflow.TensorflowSpell"><span>TensorflowSpell</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.Logging"><span>Logging</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.tensorflow.TensorflowSpell#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,verboseLevel:com.johnsnowlabs.nlp.annotators.ner.Verbose.Value):com.johnsnowlabs.ml.tensorflow.TensorflowSpell"></a>
+      <a id="&lt;init&gt;:TensorflowSpell"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TensorflowSpell</span><span class="params">(<span name="tensorflow">tensorflow: <a href="TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>, <span name="verboseLevel">verboseLevel: <a href="../../nlp/annotators/ner/Verbose$.html#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.Verbose.Value">nlp.annotators.ner.Verbose.Value</a></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@&lt;init&gt;(tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,verboseLevel:com.johnsnowlabs.nlp.annotators.ner.Verbose.Value):com.johnsnowlabs.ml.tensorflow.TensorflowSpell" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowSpell#batchesKey" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="batchesKey:String"></a>
+      <a id="batchesKey:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">batchesKey</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@batchesKey:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowSpell#contextIds" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="contextIds:String"></a>
+      <a id="contextIds:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">contextIds</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@contextIds:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowSpell#contextWordIds" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="contextWordIds:String"></a>
+      <a id="contextWordIds:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">contextWordIds</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@contextWordIds:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowSpell#dropoutRate" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="dropoutRate:String"></a>
+      <a id="dropoutRate:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dropoutRate</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@dropoutRate:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowSpell#fileNameTest" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="fileNameTest:String"></a>
+      <a id="fileNameTest:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fileNameTest</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@fileNameTest:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.Logging#getLogName" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getLogName:String"></a>
+      <a id="getLogName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLogName</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@getLogName:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Logging.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.Logging">Logging</a></dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowSpell#inMemoryInput" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="inMemoryInput:String"></a>
+      <a id="inMemoryInput:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inMemoryInput</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@inMemoryInput:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log(value:=&gt;String,minLevel:com.johnsnowlabs.nlp.annotators.ner.Verbose.Level):Unit"></a>
+      <a id="log(⇒String,Level):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="params">(<span name="value">value: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="minLevel">minLevel: <a href="../../nlp/annotators/ner/Verbose$.html#Level=com.johnsnowlabs.nlp.annotators.ner.Verbose.Value" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.Verbose.Level">Level</a></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@log(value:=&gt;String,minLevel:com.johnsnowlabs.nlp.annotators.ner.Verbose.Level):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Logging.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.Logging">Logging</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.Logging#logger" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logger:org.slf4j.Logger"></a>
+      <a id="logger:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logger</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@logger:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Logging.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.Logging">Logging</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowSpell#lossKey" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="lossKey:String"></a>
+      <a id="lossKey:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">lossKey</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@lossKey:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowSpell#predict" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="predict(dataset:Array[Array[Int]],cids:Array[Array[Int]],cwids:Array[Array[Int]],configProtoBytes:Option[Array[Byte]]):Iterator[Float]"></a>
+      <a id="predict(Array[Array[Int]],Array[Array[Int]],Array[Array[Int]],Option[Array[Byte]]):Iterator[Float]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">predict</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]]</span>, <span name="cids">cids: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]]</span>, <span name="cwids">cwids: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]]</span>, <span name="configProtoBytes">configProtoBytes: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="scala.collection.Iterator">Iterator</span>[<span class="extype" name="scala.Float">Float</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@predict(dataset:Array[Array[Int]],cids:Array[Array[Int]],cwids:Array[Array[Int]],configProtoBytes:Option[Array[Byte]]):Iterator[Float]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowSpell#tensorflow" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a>
+      <a id="tensorflow:TensorflowWrapper"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tensorflow</span><span class="result">: <a href="TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowSpell#testInitOp" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="testInitOp:String"></a>
+      <a id="testInitOp:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">testInitOp</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@testInitOp:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowSpell#validWords" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="validWords:String"></a>
+      <a id="validWords:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validWords</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@validWords:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowSpell#verboseLevel" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="verboseLevel:com.johnsnowlabs.nlp.annotators.ner.Verbose.Value"></a>
+      <a id="verboseLevel:nlp.annotators.ner.Verbose.Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">verboseLevel</span><span class="result">: <a href="../../nlp/annotators/ner/Verbose$.html#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.Verbose.Value">nlp.annotators.ner.Verbose.Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowSpell@verboseLevel:com.johnsnowlabs.nlp.annotators.ner.Verbose.Value" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowSpell">TensorflowSpell</a> → <a href="Logging.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.Logging">Logging</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper#extractVariables" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="extractVariables(session:org.tensorflow.Session):com.johnsnowlabs.ml.tensorflow.Variables"></a>
+      <a id="extractVariables(Session):Variables"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">extractVariables</span><span class="params">(<span name="session">session: <span class="extype" name="org.tensorflow.Session">Session</span></span>)</span><span class="result">: <a href="Variables.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.Variables">Variables</a></span>
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+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <a id="getClass():Class[_]"></a>
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+      <span class="modifier_kind">
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+      <span class="symbol">
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper#read" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="read(String,Boolean,Boolean,Array[String]):TensorflowWrapper"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="params">(<span name="file">file: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty[String]</span></span>)</span><span class="result">: <a href="TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper#readGraph" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="readGraph(graphFile:String):org.tensorflow.Graph"></a>
+      <a id="readGraph(String):Graph"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readGraph</span><span class="params">(<span name="graphFile">graphFile: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.tensorflow.Graph">Graph</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowWrapper$@readGraph(graphFile:String):org.tensorflow.Graph" title="Permalink" target="_top">
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+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowWrapper$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowWrapper$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowWrapper$@wait():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowWrapper$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+    </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowWrapper$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
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+      <div id="footer">  </div>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/TensorflowWrapper.html b/docs/api/com/johnsnowlabs/ml/tensorflow/TensorflowWrapper.html
new file mode 100644
index 00000000000000..104b49c31f8c46
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/TensorflowWrapper.html
@@ -0,0 +1,608 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TensorflowWrapper - com.johnsnowlabs.ml.tensorflow.TensorflowWrapper</title>
+          <meta name="description" content="TensorflowWrapper - com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" />
+          <meta name="keywords" content="TensorflowWrapper com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
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+         if(top === self) {
+            var url = '../../../../index.html';
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+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="TensorflowWrapper$.html" title="See companion object"><img alt="Class/Object" src="../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.ml.tensorflow">tensorflow</a></p>
+        <h1><a href="TensorflowWrapper$.html" title="See companion object">TensorflowWrapper</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="TensorflowWrapper$.html" title="See companion object">object TensorflowWrapper</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.ml.tensorflow">package tensorflow</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TensorflowWrapper</span><span class="result"> extends <span class="extype" name="java.io.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"><span>TensorflowWrapper</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
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+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a>
+      <a id="&lt;init&gt;:TensorflowWrapper"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TensorflowWrapper</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowWrapper@&lt;init&gt;():com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">For Deserialization</p>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(variables:com.johnsnowlabs.ml.tensorflow.Variables,graph:Array[Byte]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a>
+      <a id="&lt;init&gt;:TensorflowWrapper"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TensorflowWrapper</span><span class="params">(<span name="variables">variables: <a href="Variables.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.Variables">Variables</a></span>, <span name="graph">graph: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]</span>)</span>
+      </span>
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+            </div>
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+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.TensorflowWrapper@##():Int" title="Permalink" target="_top">
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+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">createSession</span><span class="params">(<span name="configProtoBytes">configProtoBytes: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="org.tensorflow.Session">Session</span></span>
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="kind">def</span>
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+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      
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+              
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+      <a id="getSession(configProtoBytes:Option[Array[Byte]]):org.tensorflow.Session"></a>
+      <a id="getSession(Option[Array[Byte]]):Session"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getSession</span><span class="params">(<span name="configProtoBytes">configProtoBytes: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="org.tensorflow.Session">Session</span></span>
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+      <span class="symbol">
+        <span class="name">graph</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]</span>
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <a id="isInstanceOf[T0]:Boolean"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper#saveToFile" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="saveToFile(file:String,configProtoBytes:Option[Array[Byte]]):Unit"></a>
+      <a id="saveToFile(String,Option[Array[Byte]]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">saveToFile</span><span class="params">(<span name="file">file: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="configProtoBytes">configProtoBytes: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+      <a id="toString():String"></a>
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+      <a id="variables:com.johnsnowlabs.ml.tensorflow.Variables"></a>
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+        <span class="modifier"></span>
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+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/Variables.html b/docs/api/com/johnsnowlabs/ml/tensorflow/Variables.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/Variables.html
@@ -0,0 +1,493 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Variables - com.johnsnowlabs.ml.tensorflow.Variables</title>
+          <meta name="description" content="Variables - com.johnsnowlabs.ml.tensorflow.Variables" />
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+        <h1>Variables</h1><h3><span class="morelinks"><div>Related Doc:
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+        <span class="modifier"></span>
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+        <span class="name">Variables</span><span class="params">(<span name="variables">variables: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]</span>, <span name="index">index: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]</span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
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+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <a id="eq(x$1:AnyRef):Boolean"></a>
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+      <span class="modifier_kind">
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+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="modifier">final </span>
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+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+      <a id="index:Array[Byte]"></a>
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+      <h4 class="signature">
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+        <span class="kind">val</span>
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+      <span class="symbol">
+        <span class="name">index</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]</span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
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+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+          <title>WriteTensorflowModel - com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel</title>
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+        <h1>WriteTensorflowModel</h1><h3><span class="morelinks"><div>Related Doc:
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+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Created by jose on 23/03/18.
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+          <span class="toggle">Linear Supertypes</span>
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+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
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+      <span class="modifier_kind">
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+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorResources" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TensorResourcesextendsAnyRef"></a>
+      <a id="TensorResources:TensorResources"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="TensorResources.html"><span class="name">TensorResources</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.package@TensorResourcesextendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowBert" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TensorflowBertextendsSerializable"></a>
+      <a id="TensorflowBert:TensorflowBert"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="TensorflowBert.html"><span class="name">TensorflowBert</span></a><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.package@TensorflowBertextendsSerializable" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowNer" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TensorflowNerextendsSerializablewithLogging"></a>
+      <a id="TensorflowNer:TensorflowNer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="TensorflowNer.html"><span class="name">TensorflowNer</span></a><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span> with <a href="Logging.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.Logging">Logging</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.package@TensorflowNerextendsSerializablewithLogging" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowSpell" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TensorflowSpellextendsLoggingwithSerializable"></a>
+      <a id="TensorflowSpell:TensorflowSpell"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="TensorflowSpell.html"><span class="name">TensorflowSpell</span></a><span class="result"> extends <a href="Logging.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.Logging">Logging</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.package@TensorflowSpellextendsLoggingwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TensorflowWrapperextendsSerializable"></a>
+      <a id="TensorflowWrapper:TensorflowWrapper"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="TensorflowWrapper.html"><span class="name">TensorflowWrapper</span></a><span class="result"> extends <span class="extype" name="java.io.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.package@TensorflowWrapperextendsSerializable" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.Variables" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="VariablesextendsProductwithSerializable"></a>
+      <a id="Variables:Variables"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="Variables.html"><span class="name">Variables</span></a><span class="params">(<span name="variables">variables: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]</span>, <span name="index">index: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]</span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.package@VariablesextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="WriteTensorflowModelextendsAnyRef"></a>
+      <a id="WriteTensorflowModel:WriteTensorflowModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a href="WriteTensorflowModel.html"><span class="name">WriteTensorflowModel</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.package@WriteTensorflowModelextendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Created by jose on 23/03/18.</p>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="com.johnsnowlabs.ml.tensorflow.NerBatch" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="NerBatch"></a>
+      <a id="NerBatch:NerBatch"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="NerBatch$.html"><span class="name">NerBatch</span></a>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.package@NerBatch" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorResources" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TensorResources"></a>
+      <a id="TensorResources:TensorResources"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="TensorResources$.html"><span class="name">TensorResources</span></a>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.package@TensorResources" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TensorflowWrapper"></a>
+      <a id="TensorflowWrapper:TensorflowWrapper"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="TensorflowWrapper$.html"><span class="name">TensorflowWrapper</span></a><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.ml.tensorflow.package@TensorflowWrapper" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/Annotation$$AnnotationContainer.html b/docs/api/com/johnsnowlabs/nlp/Annotation$$AnnotationContainer.html
new file mode 100644
index 00000000000000..3ff5b64276dabf
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/Annotation$$AnnotationContainer.html
@@ -0,0 +1,476 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>AnnotationContainer - com.johnsnowlabs.nlp.Annotation.AnnotationContainer</title>
+          <meta name="description" content="AnnotationContainer - com.johnsnowlabs.nlp.Annotation.AnnotationContainer" />
+          <meta name="keywords" content="AnnotationContainer com.johnsnowlabs.nlp.Annotation.AnnotationContainer" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.Annotation$$AnnotationContainer';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../lib/class_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="Annotation$.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a></p>
+        <h1>AnnotationContainer</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="Annotation$.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">package Annotation</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$AnnotationContainer" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotationContainer</span><span class="params">(<span name="__annotation">__annotation: <span class="extype" name="scala.Array">Array</span>[<a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.Annotation.AnnotationContainer"><span>AnnotationContainer</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.Annotation.AnnotationContainer#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(__annotation:Array[com.johnsnowlabs.nlp.Annotation]):com.johnsnowlabs.nlp.Annotation.AnnotationContainer"></a>
+      <a id="&lt;init&gt;:AnnotationContainer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotationContainer</span><span class="params">(<span name="__annotation">__annotation: <span class="extype" name="scala.Array">Array</span>[<a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$AnnotationContainer@&lt;init&gt;(__annotation:Array[com.johnsnowlabs.nlp.Annotation]):com.johnsnowlabs.nlp.Annotation.AnnotationContainer" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$AnnotationContainer@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$AnnotationContainer@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$AnnotationContainer@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Annotation.AnnotationContainer#__annotation" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="__annotation:Array[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="__annotation:Array[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">__annotation</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$AnnotationContainer@__annotation:Array[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$AnnotationContainer@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$AnnotationContainer@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
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+              
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+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+        <span class="kind">def</span>
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+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <a id="ne(AnyRef):Boolean"></a>
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+        <span class="modifier">final </span>
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+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$AnnotationContainer@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+    </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
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+
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+
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+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
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diff --git a/docs/api/com/johnsnowlabs/nlp/Annotation$$extractors$$AnnotationData.html b/docs/api/com/johnsnowlabs/nlp/Annotation$$extractors$$AnnotationData.html
new file mode 100644
index 00000000000000..054ff1900d8297
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/Annotation$$extractors$$AnnotationData.html
@@ -0,0 +1,536 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>AnnotationData - com.johnsnowlabs.nlp.Annotation.extractors.AnnotationData</title>
+          <meta name="description" content="AnnotationData - com.johnsnowlabs.nlp.Annotation.extractors.AnnotationData" />
+          <meta name="keywords" content="AnnotationData com.johnsnowlabs.nlp.Annotation.extractors.AnnotationData" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../lib/class_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="Annotation$.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>.<a href="Annotation$$extractors$.html" class="extype" name="com.johnsnowlabs.nlp.Annotation.extractors">extractors</a></p>
+        <h1>AnnotationData</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="Annotation$$extractors$.html" class="extype" name="com.johnsnowlabs.nlp.Annotation.extractors">package extractors</a>
+          </div></span></h3><span class="permalink">
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+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotationData</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>annotation container ready for extraction</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+              <ol>
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+              </ol>
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+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.Annotation.extractors.AnnotationData"><span>AnnotationData</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.Annotation.extractors.AnnotationData#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(dataset:org.apache.spark.sql.Dataset[org.apache.spark.sql.Row]):com.johnsnowlabs.nlp.Annotation.extractors.AnnotationData"></a>
+      <a id="&lt;init&gt;:AnnotationData"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotationData</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[<span class="extype" name="org.apache.spark.sql.Row">Row</span>]</span>)</span>
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+            </div>
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+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
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+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+      
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Annotation.extractors.AnnotationData#collect" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="collect(column:String):Array[Array[com.johnsnowlabs.nlp.Annotation]]"></a>
+      <a id="collect(String):Array[Array[Annotation]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">collect</span><span class="params">(<span name="column">column: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]]</span>
+      </span>
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+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
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+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      
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+    </span>)</span>
+              
+        </dd></dl></div>
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
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+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$$AnnotationData@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Annotation.extractors.AnnotationData#take" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="take(column:String,howMany:Int):Array[Array[com.johnsnowlabs.nlp.Annotation]]"></a>
+      <a id="take(String,Int):Array[Array[Annotation]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">take</span><span class="params">(<span name="column">column: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="howMany">howMany: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$$AnnotationData@take(column:String,howMany:Int):Array[Array[com.johnsnowlabs.nlp.Annotation]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$$AnnotationData@toString():String" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$$AnnotationData@wait():Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$$AnnotationData@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
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+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
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+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../lib/object_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="Annotation$.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a></p>
+        <h1>extractors</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="Annotation$.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">package Annotation</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractors</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.Annotation.extractors"><span>extractors</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.Annotation.extractors.AnnotationData" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotationDataextendsAnyRef"></a>
+      <a id="AnnotationData:AnnotationData"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="Annotation$$extractors$$AnnotationData.html"><span class="name">AnnotationData</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$@AnnotationDataextendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">annotation container ready for extraction</p><div class="fullcomment"><div class="comment cmt"><p>annotation container ready for extraction</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Annotation.extractors#data2andata" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="data2andata(dataset:org.apache.spark.sql.Dataset[org.apache.spark.sql.Row]):com.johnsnowlabs.nlp.Annotation.extractors.AnnotationData"></a>
+      <a id="data2andata(Dataset[Row]):AnnotationData"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">data2andata</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[<span class="extype" name="org.apache.spark.sql.Row">Row</span>]</span>)</span><span class="result">: <a href="Annotation$$extractors$$AnnotationData.html" class="extype" name="com.johnsnowlabs.nlp.Annotation.extractors.AnnotationData">AnnotationData</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$@data2andata(dataset:org.apache.spark.sql.Dataset[org.apache.spark.sql.Row]):com.johnsnowlabs.nlp.Annotation.extractors.AnnotationData" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$$extractors$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/Annotation$.html b/docs/api/com/johnsnowlabs/nlp/Annotation$.html
new file mode 100644
index 00000000000000..3b218c806337c3
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/Annotation$.html
@@ -0,0 +1,780 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Annotation - com.johnsnowlabs.nlp.Annotation</title>
+          <meta name="description" content="Annotation - com.johnsnowlabs.nlp.Annotation" />
+          <meta name="keywords" content="Annotation com.johnsnowlabs.nlp.Annotation" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.Annotation$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="Annotation.html" title="See companion class"><img alt="Object/Class" src="../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1><a href="Annotation.html" title="See companion class">Annotation</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Annotation.html" title="See companion class">class Annotation</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Annotation</span><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.Annotation"><span>Annotation</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.Annotation.AnnotationContainer" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="AnnotationContainerextendsProductwithSerializable"></a>
+      <a id="AnnotationContainer:AnnotationContainer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="Annotation$$AnnotationContainer.html"><span class="name">AnnotationContainer</span></a><span class="params">(<span name="__annotation">__annotation: <span class="extype" name="scala.Array">Array</span>[<a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@AnnotationContainerextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Annotation#RESULT" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="RESULT:String"></a>
+      <a id="RESULT:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RESULT</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@RESULT:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Annotation#apply" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="apply(rawText:String):com.johnsnowlabs.nlp.Annotation"></a>
+      <a id="apply(String):Annotation"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">apply</span><span class="params">(<span name="rawText">rawText: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@apply(rawText:String):com.johnsnowlabs.nlp.Annotation" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Annotation#apply" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="apply(row:org.apache.spark.sql.Row):com.johnsnowlabs.nlp.Annotation"></a>
+      <a id="apply(Row):Annotation"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">apply</span><span class="params">(<span name="row">row: <span class="extype" name="org.apache.spark.sql.Row">Row</span></span>)</span><span class="result">: <a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@apply(row:org.apache.spark.sql.Row):com.johnsnowlabs.nlp.Annotation" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">This method converts a <span class="extype" name="org.apache.spark.sql.Row">org.apache.spark.sql.Row</span> into an <a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a></p><div class="fullcomment"><div class="comment cmt"><p>This method converts a <span class="extype" name="org.apache.spark.sql.Row">org.apache.spark.sql.Row</span> into an <a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a></p></div><dl class="paramcmts block"><dt class="param">row</dt><dd class="cmt"><p>spark row to be converted</p></dd><dt>returns</dt><dd class="cmt"><p>annotation</p></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Annotation#collect" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="collect(dataset:org.apache.spark.sql.Dataset[org.apache.spark.sql.Row],column:String,columns:String*):Array[Array[com.johnsnowlabs.nlp.Annotation]]"></a>
+      <a id="collect(Dataset[Row],String,String*):Array[Array[Annotation]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">collect</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[<span class="extype" name="org.apache.spark.sql.Row">Row</span>]</span>, <span name="column">column: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="columns">columns: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@collect(dataset:org.apache.spark.sql.Dataset[org.apache.spark.sql.Row],column:String,columns:String*):Array[Array[com.johnsnowlabs.nlp.Annotation]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Annotation#collect" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="collect(dataset:org.apache.spark.sql.Dataset[org.apache.spark.sql.Row],column:String):Array[Array[com.johnsnowlabs.nlp.Annotation]]"></a>
+      <a id="collect(Dataset[Row],String):Array[Array[Annotation]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">collect</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[<span class="extype" name="org.apache.spark.sql.Row">Row</span>]</span>, <span name="column">column: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@collect(dataset:org.apache.spark.sql.Dataset[org.apache.spark.sql.Row],column:String):Array[Array[com.johnsnowlabs.nlp.Annotation]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">dataframe collect of a specific annotation column</p>
+    </li><li name="com.johnsnowlabs.nlp.Annotation#dataType" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="dataType:org.apache.spark.sql.types.StructType"></a>
+      <a id="dataType:StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dataType</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@dataType:org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">This is spark type of an annotation representing its metadata shape</p>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Annotation.extractors" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="extractors"></a>
+      <a id="extractors:extractors"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="Annotation$$extractors$.html"><span class="name">extractors</span></a>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@extractors" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Annotation#flatten" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="flatten(vSep:String,aSep:String):org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="flatten(String,String):UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">flatten</span><span class="params">(<span name="vSep">vSep: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="aSep">aSep: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@flatten(vSep:String,aSep:String):org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">dataframe annotation flatmap of results into strings</p>
+    </li><li name="com.johnsnowlabs.nlp.Annotation#flattenArray" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="flattenArray:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="flattenArray:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">flattenArray</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@flattenArray:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">dataframe annotation flatmap of result values as ArrayType</p>
+    </li><li name="com.johnsnowlabs.nlp.Annotation#flattenArrayMetadata" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="flattenArrayMetadata:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="flattenArrayMetadata:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">flattenArrayMetadata</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@flattenArrayMetadata:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">dataframe annotation flatmap of metadata values as ArrayType</p>
+    </li><li name="com.johnsnowlabs.nlp.Annotation#flattenDetail" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="flattenDetail(vSep:String,aSep:String):org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="flattenDetail(String,String):UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">flattenDetail</span><span class="params">(<span name="vSep">vSep: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="aSep">aSep: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@flattenDetail(vSep:String,aSep:String):org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">dataframe annotation flatmap of results and metadata key values into strings</p>
+    </li><li name="com.johnsnowlabs.nlp.Annotation#getAnnotations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getAnnotations(row:org.apache.spark.sql.Row,colName:String):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="getAnnotations(Row,String):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getAnnotations</span><span class="params">(<span name="row">row: <span class="extype" name="org.apache.spark.sql.Row">Row</span></span>, <span name="colName">colName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@getAnnotations(row:org.apache.spark.sql.Row,colName:String):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Annotation#getAnnotations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getAnnotations(row:org.apache.spark.sql.Row,colNum:Int):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="getAnnotations(Row,Int):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getAnnotations</span><span class="params">(<span name="row">row: <span class="extype" name="org.apache.spark.sql.Row">Row</span></span>, <span name="colNum">colNum: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@getAnnotations(row:org.apache.spark.sql.Row,colNum:Int):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Annotation#getColumnByType" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getColumnByType(dataset:org.apache.spark.sql.Dataset[_],inputCols:Array[String],annotatorType:String):org.apache.spark.sql.types.StructField"></a>
+      <a id="getColumnByType(Dataset[_],Array[String],String):StructField"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getColumnByType</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="inputCols">inputCols: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="annotatorType">annotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructField">StructField</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@getColumnByType(dataset:org.apache.spark.sql.Dataset[_],inputCols:Array[String],annotatorType:String):org.apache.spark.sql.types.StructField" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Annotation#searchCoverage" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="searchCoverage(annotations:Array[com.johnsnowlabs.nlp.Annotation],begin:Int,end:Int):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="searchCoverage(Array[Annotation],Int,Int):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">searchCoverage</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Array">Array</span>[<a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>, <span name="begin">begin: <span class="extype" name="scala.Int">Int</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@searchCoverage(annotations:Array[com.johnsnowlabs.nlp.Annotation],begin:Int,end:Int):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Annotation#take" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="take(dataset:org.apache.spark.sql.Dataset[org.apache.spark.sql.Row],column:String,howMany:Int):Array[Array[com.johnsnowlabs.nlp.Annotation]]"></a>
+      <a id="take(Dataset[Row],String,Int):Array[Array[Annotation]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">take</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[<span class="extype" name="org.apache.spark.sql.Row">Row</span>]</span>, <span name="column">column: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="howMany">howMany: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@take(dataset:org.apache.spark.sql.Dataset[org.apache.spark.sql.Row],column:String,howMany:Int):Array[Array[com.johnsnowlabs.nlp.Annotation]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">dataframe take of a specific annotation column</p>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/Annotation.html b/docs/api/com/johnsnowlabs/nlp/Annotation.html
new file mode 100644
index 00000000000000..b6a6ae1cf29607
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/Annotation.html
@@ -0,0 +1,614 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Annotation - com.johnsnowlabs.nlp.Annotation</title>
+          <meta name="description" content="Annotation - com.johnsnowlabs.nlp.Annotation" />
+          <meta name="keywords" content="Annotation com.johnsnowlabs.nlp.Annotation" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.Annotation';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="Annotation$.html" title="See companion object"><img alt="Class/Object" src="../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1><a href="Annotation$.html" title="See companion object">Annotation</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Annotation$.html" title="See companion object">object Annotation</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Annotation</span><span class="params">(<span name="annotatorType">annotatorType: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="begin">begin: <span class="extype" name="scala.Int">Int</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span></span>, <span name="result">result: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="metadata">metadata: <span class="extype" name="scala.collection.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="embeddings">embeddings: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>] = <span class="symbol">Array.emptyFloatArray</span></span>, <span name="sentence_embeddings">sentence_embeddings: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>] = <span class="symbol">Array.emptyFloatArray</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>represents annotator's output parts and their details</p></div><dl class="paramcmts block"><dt class="param">annotatorType</dt><dd class="cmt"><p>the type of annotation</p></dd><dt class="param">begin</dt><dd class="cmt"><p>the index of the first character under this annotation</p></dd><dt class="param">end</dt><dd class="cmt"><p>the index after the last character under this annotation</p></dd><dt class="param">metadata</dt><dd class="cmt"><p>associated metadata for this annotation</p></dd></dl><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.Annotation"><span>Annotation</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.Annotation#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;(annotatorType:String,begin:Int,end:Int,result:String,metadata:scala.collection.Map[String,String],embeddings:Array[Float],sentence_embeddings:Array[Float]):com.johnsnowlabs.nlp.Annotation"></a>
+      <a id="&lt;init&gt;:Annotation"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Annotation</span><span class="params">(<span name="annotatorType">annotatorType: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="begin">begin: <span class="extype" name="scala.Int">Int</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span></span>, <span name="result">result: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="metadata">metadata: <span class="extype" name="scala.collection.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="embeddings">embeddings: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>] = <span class="symbol">Array.emptyFloatArray</span></span>, <span name="sentence_embeddings">sentence_embeddings: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>] = <span class="symbol">Array.emptyFloatArray</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@&lt;init&gt;(annotatorType:String,begin:Int,end:Int,result:String,metadata:scala.collection.Map[String,String],embeddings:Array[Float],sentence_embeddings:Array[Float]):com.johnsnowlabs.nlp.Annotation" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">annotatorType</dt><dd class="cmt"><p>the type of annotation</p></dd><dt class="param">begin</dt><dd class="cmt"><p>the index of the first character under this annotation</p></dd><dt class="param">end</dt><dd class="cmt"><p>the index after the last character under this annotation</p></dd><dt class="param">metadata</dt><dd class="cmt"><p>associated metadata for this annotation</p></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Annotation#annotatorType" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="annotatorType:String"></a>
+      <a id="annotatorType:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotatorType</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@annotatorType:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">the type of annotation</p>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Annotation#begin" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="begin:Int"></a>
+      <a id="begin:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">begin</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@begin:Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">the index of the first character under this annotation</p>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Annotation#embeddings" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="embeddings:Array[Float]"></a>
+      <a id="embeddings:Array[Float]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">embeddings</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@embeddings:Array[Float]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Annotation#end" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="end:Int"></a>
+      <a id="end:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">end</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@end:Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">the index after the last character under this annotation</p>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Annotation#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(obj:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="obj">obj: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@equals(obj:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a> → Equals → AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Annotation#metadata" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="metadata:scala.collection.Map[String,String]"></a>
+      <a id="metadata:Map[String,String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">metadata</span><span class="result">: <span class="extype" name="scala.collection.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@metadata:scala.collection.Map[String,String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">associated metadata for this annotation</p>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Annotation#result" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="result:String"></a>
+      <a id="result:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">result</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@result:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Annotation#sentence_embeddings" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="sentence_embeddings:Array[Float]"></a>
+      <a id="sentence_embeddings:Array[Float]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sentence_embeddings</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@sentence_embeddings:Array[Float]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Annotation#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a> → AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Annotation@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotatorApproach.html b/docs/api/com/johnsnowlabs/nlp/AnnotatorApproach.html
new file mode 100644
index 00000000000000..6138bfe460127f
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/AnnotatorApproach.html
@@ -0,0 +1,1646 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>AnnotatorApproach - com.johnsnowlabs.nlp.AnnotatorApproach</title>
+          <meta name="description" content="AnnotatorApproach - com.johnsnowlabs.nlp.AnnotatorApproach" />
+          <meta name="keywords" content="AnnotatorApproach com.johnsnowlabs.nlp.AnnotatorApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.AnnotatorApproach';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../lib/class_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1>AnnotatorApproach</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorApproach</span><span class="tparams">[<span name="M">M &lt;: <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<span class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach.M">M</span>]</span>]</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<span class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach.M">M</span>] with <a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a> with <a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a> with <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a> with <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>This class should grow once we start training on datasets and share params
+For now it stands as a dummy placeholder for future reference
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<span class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach.M">M</span>], <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>, <a href="annotators/parser/dep/DependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>, <a href="annotators/Lemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>, <a href="annotators/ner/crf/NerCrfApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>, <a href="annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>, <a href="annotators/Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>, <a href="annotators/spell/norvig/NorvigSweetingApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>, <a href="annotators/pos/perceptron/PerceptronApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>, <a href="annotators/pos/perceptron/PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>, <a href="annotators/RegexMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>, <a href="annotators/sda/pragmatic/SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>, <a href="annotators/spell/symmetric/SymmetricDeleteApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>, <a href="annotators/TextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>, <a href="annotators/parser/typdep/TypedDependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a>, <a href="annotators/sda/vivekn/ViveknSentimentApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.AnnotatorApproach"><span>AnnotatorApproach</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="org.apache.spark.ml.Estimator"><span>Estimator</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.AnnotatorApproach#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.AnnotatorApproach[M]"></a>
+      <a id="&lt;init&gt;:AnnotatorApproach[M]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorApproach</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@&lt;init&gt;():com.johnsnowlabs.nlp.AnnotatorApproach[M]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Abstract Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.AnnotatorApproach#description" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="description:String"></a>
+      <a id="description:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">description</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@description:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputAnnotatorTypes" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType#outputAnnotatorType" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:HasOutputAnnotatorType.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorApproach.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@outputAnnotatorType:HasOutputAnnotatorType.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#train" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):M"></a>
+      <a id="train(Dataset[_],Option[PipelineModel]):M"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">train</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursivePipeline">recursivePipeline: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach.M">M</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):M" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.util.Identifiable#uid" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@uid:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Concrete Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#beforeTraining" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="beforeTraining(SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeTraining</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):AnnotatorApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]"></a>
+      <a id="copy(ParamMap):Estimator[M]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<span class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach.M">M</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_]):M"></a>
+      <a id="fit(Dataset[_]):M"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach.M">M</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@fit(dataset:org.apache.spark.sql.Dataset[_]):M" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]"></a>
+      <a id="fit(Dataset[_],Array[ParamMap]):Seq[M]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMaps">paramMaps: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach.M">M</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="fit(Dataset[_],ParamMap):M"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach.M">M</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M"></a>
+      <a id="fit(Dataset[_],ParamPair[_],ParamPair[_]*):M"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach.M">M</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
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+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@logName:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#onTrained" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onTrained(M,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onTrained</span><span class="params">(<span name="model">model: <span class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach.M">M</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):AnnotatorApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):AnnotatorApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):AnnotatorApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):AnnotatorApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):AnnotatorApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):AnnotatorApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):AnnotatorApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):AnnotatorApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorApproach@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Estimator">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<span class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach.M">M</span>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotatorModel.html b/docs/api/com/johnsnowlabs/nlp/AnnotatorModel.html
new file mode 100644
index 00000000000000..6b8cf289eed173
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/AnnotatorModel.html
@@ -0,0 +1,2046 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>AnnotatorModel - com.johnsnowlabs.nlp.AnnotatorModel</title>
+          <meta name="description" content="AnnotatorModel - com.johnsnowlabs.nlp.AnnotatorModel" />
+          <meta name="keywords" content="AnnotatorModel com.johnsnowlabs.nlp.AnnotatorModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
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+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
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+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../lib/class_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1>AnnotatorModel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorModel</span><span class="tparams">[<span name="M">M &lt;: <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<span class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel.M">M</span>]</span>]</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<span class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel.M">M</span>] with <a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<span class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel.M">M</span>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>This trait implements logic that applies nlp using Spark ML Pipeline transformers
+Should strongly change once UsedDefinedTypes are allowed
+https://issues.apache.org/jira/browse/SPARK-7768
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<span class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel.M">M</span>], <a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<span class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel.M">M</span>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>, <a href="annotators/ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>, <a href="annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>, <a href="annotators/sbd/deep/DeepSentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>, <a href="annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>, <a href="annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/ner/NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>, <a href="annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>, <a href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="annotators/RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/SimpleTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>, <a href="annotators/Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>, <a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>, <a href="annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>, <a href="annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.AnnotatorModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.AnnotatorModel[M]"></a>
+      <a id="&lt;init&gt;:AnnotatorModel[M]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorModel</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@&lt;init&gt;():com.johnsnowlabs.nlp.AnnotatorModel[M]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Abstract Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.AnnotatorModel#annotate" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a document and annotations and produces new annotations of this annotator's annotation type</p><div class="fullcomment"><div class="comment cmt"><p>takes a document and annotations and produces new annotations of this annotator's annotation type</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputAnnotatorTypes" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType#outputAnnotatorType" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:HasOutputAnnotatorType.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@outputAnnotatorType:HasOutputAnnotatorType.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#uid" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@uid:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Concrete Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):AnnotatorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):M"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel.M">M</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[M]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
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+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):AnnotatorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):AnnotatorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):AnnotatorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):AnnotatorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):AnnotatorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):AnnotatorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):AnnotatorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):AnnotatorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):AnnotatorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):AnnotatorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):AnnotatorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):AnnotatorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):AnnotatorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):AnnotatorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):AnnotatorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):AnnotatorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[M]):M"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<span class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel.M">M</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel.M">M</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorModel@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<span class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel.M">M</span>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<span class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel.M">M</span>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotatorType$.html b/docs/api/com/johnsnowlabs/nlp/AnnotatorType$.html
new file mode 100644
index 00000000000000..8a2f6b29c149b4
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/AnnotatorType$.html
@@ -0,0 +1,720 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>AnnotatorType - com.johnsnowlabs.nlp.AnnotatorType</title>
+          <meta name="description" content="AnnotatorType - com.johnsnowlabs.nlp.AnnotatorType" />
+          <meta name="keywords" content="AnnotatorType com.johnsnowlabs.nlp.AnnotatorType" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
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+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.AnnotatorType$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../lib/object_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1>AnnotatorType</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.AnnotatorType"><span>AnnotatorType</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorType#CHUNK" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="CHUNK:String"></a>
+      <a id="CHUNK:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">CHUNK</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@CHUNK:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorType#DATE" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="DATE:String"></a>
+      <a id="DATE:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DATE</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@DATE:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorType#DEPENDENCY" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="DEPENDENCY:String"></a>
+      <a id="DEPENDENCY:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DEPENDENCY</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@DEPENDENCY:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorType#DOCUMENT" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="DOCUMENT:String"></a>
+      <a id="DOCUMENT:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DOCUMENT</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@DOCUMENT:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorType#DUMMY" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="DUMMY:String"></a>
+      <a id="DUMMY:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DUMMY</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@DUMMY:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorType#ENTITY" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ENTITY:String"></a>
+      <a id="ENTITY:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ENTITY</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@ENTITY:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorType#LABELED_DEPENDENCY" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="LABELED_DEPENDENCY:String"></a>
+      <a id="LABELED_DEPENDENCY:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">LABELED_DEPENDENCY</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@LABELED_DEPENDENCY:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorType#NAMED_ENTITY" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="NAMED_ENTITY:String"></a>
+      <a id="NAMED_ENTITY:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NAMED_ENTITY</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@NAMED_ENTITY:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorType#NEGEX" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="NEGEX:String"></a>
+      <a id="NEGEX:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NEGEX</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@NEGEX:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorType#POS" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="POS:String"></a>
+      <a id="POS:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">POS</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@POS:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorType#SENTIMENT" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SENTIMENT:String"></a>
+      <a id="SENTIMENT:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SENTIMENT</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@SENTIMENT:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorType#TOKEN" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TOKEN:String"></a>
+      <a id="TOKEN:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TOKEN</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@TOKEN:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorType#WORDPIECE" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="WORDPIECE:String"></a>
+      <a id="WORDPIECE:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WORDPIECE</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@WORDPIECE:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorType#WORD_EMBEDDINGS" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="WORD_EMBEDDINGS:String"></a>
+      <a id="WORD_EMBEDDINGS:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WORD_EMBEDDINGS</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@WORD_EMBEDDINGS:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.AnnotatorType$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/Chunk2Doc$.html b/docs/api/com/johnsnowlabs/nlp/Chunk2Doc$.html
new file mode 100644
index 00000000000000..283d0d51f56bda
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/Chunk2Doc$.html
@@ -0,0 +1,532 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Chunk2Doc - com.johnsnowlabs.nlp.Chunk2Doc</title>
+          <meta name="description" content="Chunk2Doc - com.johnsnowlabs.nlp.Chunk2Doc" />
+          <meta name="keywords" content="Chunk2Doc com.johnsnowlabs.nlp.Chunk2Doc" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.Chunk2Doc$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="Chunk2Doc.html" title="See companion class"><img alt="Object/Class" src="../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1><a href="Chunk2Doc.html" title="See companion class">Chunk2Doc</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Chunk2Doc.html" title="See companion class">class Chunk2Doc</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc$" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Chunk2Doc</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.Chunk2Doc"><span>Chunk2Doc</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc$@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):Chunk2Doc"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[Chunk2Doc]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc$@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/Chunk2Doc.html b/docs/api/com/johnsnowlabs/nlp/Chunk2Doc.html
new file mode 100644
index 00000000000000..9fd868802a414e
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/Chunk2Doc.html
@@ -0,0 +1,2058 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Chunk2Doc - com.johnsnowlabs.nlp.Chunk2Doc</title>
+          <meta name="description" content="Chunk2Doc - com.johnsnowlabs.nlp.Chunk2Doc" />
+          <meta name="keywords" content="Chunk2Doc com.johnsnowlabs.nlp.Chunk2Doc" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.Chunk2Doc';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="Chunk2Doc$.html" title="See companion object"><img alt="Class/Object" src="../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1><a href="Chunk2Doc$.html" title="See companion object">Chunk2Doc</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Chunk2Doc$.html" title="See companion object">object Chunk2Doc</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Chunk2Doc</span><span class="result"> extends <a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>], <a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>], <a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.Chunk2Doc"><span>Chunk2Doc</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.Chunk2Doc#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.Chunk2Doc"></a>
+      <a id="&lt;init&gt;:Chunk2Doc"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Chunk2Doc</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@&lt;init&gt;():com.johnsnowlabs.nlp.Chunk2Doc" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Chunk2Doc#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.Chunk2Doc"></a>
+      <a id="&lt;init&gt;:Chunk2Doc"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Chunk2Doc</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.Chunk2Doc" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Chunk2Doc#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a document and annotations and produces new annotations of this annotator's annotation type</p><div class="fullcomment"><div class="comment cmt"><p>takes a document and annotations and produces new annotations of this annotator's annotation type</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a> → <a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):Chunk2Doc.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):Chunk2Doc"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Chunk2Doc#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a> → <a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@logName:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Chunk2Doc#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:Chunk2Doc.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.Chunk2Doc.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@outputAnnotatorType:Chunk2Doc.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a> → <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[Chunk2Doc]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):Chunk2Doc.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):Chunk2Doc.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):Chunk2Doc.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):Chunk2Doc.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):Chunk2Doc.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):Chunk2Doc.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):Chunk2Doc.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):Chunk2Doc.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):Chunk2Doc.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):Chunk2Doc.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):Chunk2Doc.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):Chunk2Doc.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):Chunk2Doc.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):Chunk2Doc.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):Chunk2Doc.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):Chunk2Doc.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[Chunk2Doc]):Chunk2Doc"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Chunk2Doc#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@uid:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Chunk2Doc@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/Doc2Chunk$.html b/docs/api/com/johnsnowlabs/nlp/Doc2Chunk$.html
new file mode 100644
index 00000000000000..146760856194de
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/Doc2Chunk$.html
@@ -0,0 +1,532 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Doc2Chunk - com.johnsnowlabs.nlp.Doc2Chunk</title>
+          <meta name="description" content="Doc2Chunk - com.johnsnowlabs.nlp.Doc2Chunk" />
+          <meta name="keywords" content="Doc2Chunk com.johnsnowlabs.nlp.Doc2Chunk" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.Doc2Chunk$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="Doc2Chunk.html" title="See companion class"><img alt="Object/Class" src="../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1><a href="Doc2Chunk.html" title="See companion class">Doc2Chunk</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Doc2Chunk.html" title="See companion class">class Doc2Chunk</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk$" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Doc2Chunk</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.Doc2Chunk"><span>Doc2Chunk</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk$@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):Doc2Chunk"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[Doc2Chunk]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk$@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/Doc2Chunk.html b/docs/api/com/johnsnowlabs/nlp/Doc2Chunk.html
new file mode 100644
index 00000000000000..6f4e9e1853797f
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/Doc2Chunk.html
@@ -0,0 +1,2306 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Doc2Chunk - com.johnsnowlabs.nlp.Doc2Chunk</title>
+          <meta name="description" content="Doc2Chunk - com.johnsnowlabs.nlp.Doc2Chunk" />
+          <meta name="keywords" content="Doc2Chunk com.johnsnowlabs.nlp.Doc2Chunk" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.Doc2Chunk';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="Doc2Chunk$.html" title="See companion object"><img alt="Class/Object" src="../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1><a href="Doc2Chunk$.html" title="See companion object">Doc2Chunk</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Doc2Chunk$.html" title="See companion object">object Doc2Chunk</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Doc2Chunk</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>] with <a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Created by saif on 06/07/17.
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>], <a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.Doc2Chunk"><span>Doc2Chunk</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.Doc2Chunk#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.Doc2Chunk"></a>
+      <a id="&lt;init&gt;:Doc2Chunk"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Doc2Chunk</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@&lt;init&gt;():com.johnsnowlabs.nlp.Doc2Chunk" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.Doc2Chunk"></a>
+      <a id="&lt;init&gt;:Doc2Chunk"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Doc2Chunk</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.Doc2Chunk" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#chunkCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="chunkCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="chunkCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">chunkCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@chunkCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):Doc2Chunk.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):Doc2Chunk"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a> → <a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:Doc2Chunk.this.AnnotatorType"></a>
+      <a id="extraValidateMsg:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.Doc2Chunk.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@extraValidateMsg:Doc2Chunk.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a> → <a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#failOnMissing" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="failOnMissing:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="failOnMissing:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">failOnMissing</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@failOnMissing:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#getChunkCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getChunkCol:String"></a>
+      <a id="getChunkCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getChunkCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@getChunkCol:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#getFailOnMissing" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getFailOnMissing:Boolean"></a>
+      <a id="getFailOnMissing:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFailOnMissing</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@getFailOnMissing:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#getIsArray" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getIsArray:Boolean"></a>
+      <a id="getIsArray:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getIsArray</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@getIsArray:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#getLowerCase" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getLowerCase:Boolean"></a>
+      <a id="getLowerCase:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLowerCase</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@getLowerCase:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#getStartCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getStartCol:String"></a>
+      <a id="getStartCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getStartCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@getStartCol:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#getStartColByTokenIndex" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getStartColByTokenIndex:Boolean"></a>
+      <a id="getStartColByTokenIndex:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getStartColByTokenIndex</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@getStartColByTokenIndex:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a> → <a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#isArray" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="isArray:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="isArray:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isArray</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@isArray:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@logName:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#lowerCase" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="lowerCase:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="lowerCase:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">lowerCase</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@lowerCase:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:Doc2Chunk.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.Doc2Chunk.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@outputAnnotatorType:Doc2Chunk.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a> → <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[Doc2Chunk]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):Doc2Chunk.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):Doc2Chunk.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):Doc2Chunk.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):Doc2Chunk.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):Doc2Chunk.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):Doc2Chunk.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):Doc2Chunk.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#setChunkCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setChunkCol(value:String):Doc2Chunk.this.type"></a>
+      <a id="setChunkCol(String):Doc2Chunk.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setChunkCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@setChunkCol(value:String):Doc2Chunk.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):Doc2Chunk.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):Doc2Chunk.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):Doc2Chunk.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):Doc2Chunk.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):Doc2Chunk.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):Doc2Chunk.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#setFailOnMissing" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setFailOnMissing(value:Boolean):Doc2Chunk.this.type"></a>
+      <a id="setFailOnMissing(Boolean):Doc2Chunk.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setFailOnMissing</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@setFailOnMissing(value:Boolean):Doc2Chunk.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):Doc2Chunk.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):Doc2Chunk.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#setIsArray" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setIsArray(value:Boolean):Doc2Chunk.this.type"></a>
+      <a id="setIsArray(Boolean):Doc2Chunk.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setIsArray</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@setIsArray(value:Boolean):Doc2Chunk.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#setLowerCase" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setLowerCase(value:Boolean):Doc2Chunk.this.type"></a>
+      <a id="setLowerCase(Boolean):Doc2Chunk.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setLowerCase</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@setLowerCase(value:Boolean):Doc2Chunk.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):Doc2Chunk.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[Doc2Chunk]):Doc2Chunk"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#setStartCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setStartCol(value:String):Doc2Chunk.this.type"></a>
+      <a id="setStartCol(String):Doc2Chunk.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setStartCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@setStartCol(value:String):Doc2Chunk.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#setStartColByTokenIndex" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setStartColByTokenIndex(value:Boolean):Doc2Chunk.this.type"></a>
+      <a id="setStartColByTokenIndex(Boolean):Doc2Chunk.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setStartColByTokenIndex</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@setStartColByTokenIndex(value:Boolean):Doc2Chunk.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#startCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="startCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="startCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">startCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@startCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#startColByTokenIndex" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="startColByTokenIndex:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="startColByTokenIndex:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">startColByTokenIndex</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@startColByTokenIndex:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#tokenIndexToCharIndex" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="tokenIndexToCharIndex(text:String,tokenIndex:Int):Int"></a>
+      <a id="tokenIndexToCharIndex(String,Int):Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tokenIndexToCharIndex</span><span class="params">(<span name="text">text: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="tokenIndex">tokenIndex: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@tokenIndexToCharIndex(text:String,tokenIndex:Int):Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@uid:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Doc2Chunk@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/DocumentAssembler$.html b/docs/api/com/johnsnowlabs/nlp/DocumentAssembler$.html
new file mode 100644
index 00000000000000..6ca97dc9ae28a1
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/DocumentAssembler$.html
@@ -0,0 +1,532 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DocumentAssembler - com.johnsnowlabs.nlp.DocumentAssembler</title>
+          <meta name="description" content="DocumentAssembler - com.johnsnowlabs.nlp.DocumentAssembler" />
+          <meta name="keywords" content="DocumentAssembler com.johnsnowlabs.nlp.DocumentAssembler" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.DocumentAssembler$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="DocumentAssembler.html" title="See companion class"><img alt="Object/Class" src="../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1><a href="DocumentAssembler.html" title="See companion class">DocumentAssembler</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="DocumentAssembler.html" title="See companion class">class DocumentAssembler</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler$" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DocumentAssembler</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DocumentAssembler.html" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DocumentAssembler.html" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="DocumentAssembler.html" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.DocumentAssembler"><span>DocumentAssembler</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler$@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):DocumentAssembler"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="DocumentAssembler.html" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[DocumentAssembler]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="DocumentAssembler.html" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler$@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DocumentAssembler.html" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="DocumentAssembler.html" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/DocumentAssembler.html b/docs/api/com/johnsnowlabs/nlp/DocumentAssembler.html
new file mode 100644
index 00000000000000..186e00aa0a9005
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/DocumentAssembler.html
@@ -0,0 +1,1653 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DocumentAssembler - com.johnsnowlabs.nlp.DocumentAssembler</title>
+          <meta name="description" content="DocumentAssembler - com.johnsnowlabs.nlp.DocumentAssembler" />
+          <meta name="keywords" content="DocumentAssembler com.johnsnowlabs.nlp.DocumentAssembler" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.DocumentAssembler';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="DocumentAssembler$.html" title="See companion object"><img alt="Class/Object" src="../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1><a href="DocumentAssembler$.html" title="See companion object">DocumentAssembler</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="DocumentAssembler$.html" title="See companion object">object DocumentAssembler</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DocumentAssembler</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span> with <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span> with <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a> with <a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Created by saif on 06/07/17.
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.DocumentAssembler"><span>DocumentAssembler</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.DocumentAssembler#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.DocumentAssembler"></a>
+      <a id="&lt;init&gt;:DocumentAssembler"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DocumentAssembler</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@&lt;init&gt;():com.johnsnowlabs.nlp.DocumentAssembler" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.DocumentAssembler#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.DocumentAssembler"></a>
+      <a id="&lt;init&gt;:DocumentAssembler"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DocumentAssembler</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.DocumentAssembler" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.DocumentAssembler#cleanupMode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="cleanupMode:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="cleanupMode:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">cleanupMode</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@cleanupMode:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">cleanupMode:
+* disabled: keep original.</p><div class="fullcomment"><div class="comment cmt"><p>cleanupMode:
+* disabled: keep original. Useful if need to head back to source later
+* inplace: remove new lines and tabs, but not stringified, don't shrink
+* inplace_full: remove new lines and tabs, including stringified, don't shrink
+* shrink: remove new lines and tabs, but not stringified, do shrink
+* shrink_full: remove new lines and tabs, stringified ones too, shrink all whitespaces
+</p></div></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):DocumentAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.DocumentAssembler#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Transformer"></a>
+      <a id="copy(ParamMap):Transformer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Transformer" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a> → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.DocumentAssembler#getCleanupMode" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getCleanupMode:String"></a>
+      <a id="getCleanupMode:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getCleanupMode</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@getCleanupMode:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.DocumentAssembler#getIdCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getIdCol:String"></a>
+      <a id="getIdCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getIdCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@getIdCol:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.DocumentAssembler#getInputCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getInputCol:String"></a>
+      <a id="getInputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@getInputCol:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.DocumentAssembler#getMetadataCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getMetadataCol:String"></a>
+      <a id="getMetadataCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getMetadataCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@getMetadataCol:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.DocumentAssembler#idCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="idCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="idCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">idCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@idCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.DocumentAssembler#inputCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="inputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="inputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@inputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@logName:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.DocumentAssembler#metadataCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="metadataCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="metadataCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">metadataCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@metadataCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.DocumentAssembler#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:DocumentAssembler.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.DocumentAssembler.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@outputAnnotatorType:DocumentAssembler.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a> → <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):DocumentAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):DocumentAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):DocumentAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.DocumentAssembler#setCleanupMode" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setCleanupMode(v:String):DocumentAssembler.this.type"></a>
+      <a id="setCleanupMode(String):DocumentAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setCleanupMode</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@setCleanupMode(v:String):DocumentAssembler.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):DocumentAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):DocumentAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.DocumentAssembler#setIdCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setIdCol(value:String):DocumentAssembler.this.type"></a>
+      <a id="setIdCol(String):DocumentAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setIdCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@setIdCol(value:String):DocumentAssembler.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.DocumentAssembler#setInputCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setInputCol(value:String):DocumentAssembler.this.type"></a>
+      <a id="setInputCol(String):DocumentAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@setInputCol(value:String):DocumentAssembler.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.DocumentAssembler#setMetadataCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setMetadataCol(value:String):DocumentAssembler.this.type"></a>
+      <a id="setMetadataCol(String):DocumentAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMetadataCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@setMetadataCol(value:String):DocumentAssembler.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):DocumentAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.DocumentAssembler#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.DocumentAssembler#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.DocumentAssembler#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@uid:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a> → Identifiable</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.DocumentAssembler@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/FeaturesReader.html b/docs/api/com/johnsnowlabs/nlp/FeaturesReader.html
new file mode 100644
index 00000000000000..f0a39448779d01
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/FeaturesReader.html
@@ -0,0 +1,608 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>FeaturesReader - com.johnsnowlabs.nlp.FeaturesReader</title>
+          <meta name="description" content="FeaturesReader - com.johnsnowlabs.nlp.FeaturesReader" />
+          <meta name="keywords" content="FeaturesReader com.johnsnowlabs.nlp.FeaturesReader" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.FeaturesReader';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../lib/class_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1>FeaturesReader</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">FeaturesReader</span><span class="tparams">[<span name="T">T &lt;: <a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>]</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<span class="extype" name="com.johnsnowlabs.nlp.FeaturesReader.T">T</span>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<span class="extype" name="com.johnsnowlabs.nlp.FeaturesReader.T">T</span>], <span class="extype" name="org.apache.spark.ml.util.BaseReadWrite">BaseReadWrite</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.FeaturesReader"><span>FeaturesReader</span></li><li class="in" name="org.apache.spark.ml.util.MLReader"><span>MLReader</span></li><li class="in" name="org.apache.spark.ml.util.BaseReadWrite"><span>BaseReadWrite</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.FeaturesReader#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(baseReader:org.apache.spark.ml.util.MLReader[T],onRead:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):com.johnsnowlabs.nlp.FeaturesReader[T]"></a>
+      <a id="&lt;init&gt;:FeaturesReader[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">FeaturesReader</span><span class="params">(<span name="baseReader">baseReader: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<span class="extype" name="com.johnsnowlabs.nlp.FeaturesReader.T">T</span>]</span>, <span name="onRead">onRead: (<span class="extype" name="com.johnsnowlabs.nlp.FeaturesReader.T">T</span>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@&lt;init&gt;(baseReader:org.apache.spark.ml.util.MLReader[T],onRead:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):com.johnsnowlabs.nlp.FeaturesReader[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReader#context" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="context(sqlContext:org.apache.spark.sql.SQLContext):MLReader.this.type"></a>
+      <a id="context(SQLContext):FeaturesReader.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">context</span><span class="params">(<span name="sqlContext">sqlContext: <span class="extype" name="org.apache.spark.sql.SQLContext">SQLContext</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.FeaturesReader">FeaturesReader</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@context(sqlContext:org.apache.spark.sql.SQLContext):MLReader.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReader → BaseReadWrite</dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.FeaturesReader#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.FeaturesReader.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.FeaturesReader">FeaturesReader</a> → MLReader</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.BaseReadWrite#sc" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="sc:org.apache.spark.SparkContext"></a>
+      <a id="sc:SparkContext"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sc</span><span class="result">: <span class="extype" name="org.apache.spark.SparkContext">SparkContext</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@sc:org.apache.spark.SparkContext" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>BaseReadWrite</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReader#session" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="session(sparkSession:org.apache.spark.sql.SparkSession):MLReader.this.type"></a>
+      <a id="session(SparkSession):FeaturesReader.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">session</span><span class="params">(<span name="sparkSession">sparkSession: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.FeaturesReader">FeaturesReader</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@session(sparkSession:org.apache.spark.sql.SparkSession):MLReader.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReader → BaseReadWrite</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.BaseReadWrite#sparkSession" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="sparkSession:org.apache.spark.sql.SparkSession"></a>
+      <a id="sparkSession:SparkSession"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sparkSession</span><span class="result">: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@sparkSession:org.apache.spark.sql.SparkSession" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>BaseReadWrite</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.BaseReadWrite#sqlContext" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="sqlContext:org.apache.spark.sql.SQLContext"></a>
+      <a id="sqlContext:SQLContext"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sqlContext</span><span class="result">: <span class="extype" name="org.apache.spark.sql.SQLContext">SQLContext</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@sqlContext:org.apache.spark.sql.SQLContext" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>BaseReadWrite</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesReader@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="org.apache.spark.ml.util.MLReader">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<span class="extype" name="com.johnsnowlabs.nlp.FeaturesReader.T">T</span>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.BaseReadWrite">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.BaseReadWrite">BaseReadWrite</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/FeaturesWriter.html b/docs/api/com/johnsnowlabs/nlp/FeaturesWriter.html
new file mode 100644
index 00000000000000..3ed8cb990248d3
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/FeaturesWriter.html
@@ -0,0 +1,1276 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>FeaturesWriter - com.johnsnowlabs.nlp.FeaturesWriter</title>
+          <meta name="description" content="FeaturesWriter - com.johnsnowlabs.nlp.FeaturesWriter" />
+          <meta name="keywords" content="FeaturesWriter com.johnsnowlabs.nlp.FeaturesWriter" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
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+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../lib/class_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1>FeaturesWriter</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">FeaturesWriter</span><span class="tparams">[<span name="T">T</span>]</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span> with <a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.util.BaseReadWrite">BaseReadWrite</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.FeaturesWriter"><span>FeaturesWriter</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.MLWriter"><span>MLWriter</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.util.BaseReadWrite"><span>BaseReadWrite</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.FeaturesWriter#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(annotatorWithFeatures:com.johnsnowlabs.nlp.HasFeatures,baseWriter:org.apache.spark.ml.util.MLWriter,onWritten:(String,org.apache.spark.sql.SparkSession)=&gt;Unit):com.johnsnowlabs.nlp.FeaturesWriter[T]"></a>
+      <a id="&lt;init&gt;:FeaturesWriter[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">FeaturesWriter</span><span class="params">(<span name="annotatorWithFeatures">annotatorWithFeatures: <a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>, <span name="baseWriter">baseWriter: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>, <span name="onWritten">onWritten: (<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@&lt;init&gt;(annotatorWithFeatures:com.johnsnowlabs.nlp.HasFeatures,baseWriter:org.apache.spark.ml.util.MLWriter,onWritten:(String,org.apache.spark.sql.SparkSession)=&gt;Unit):com.johnsnowlabs.nlp.FeaturesWriter[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWriter#context" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="context(sqlContext:org.apache.spark.sql.SQLContext):MLWriter.this.type"></a>
+      <a id="context(SQLContext):FeaturesWriter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">context</span><span class="params">(<span name="sqlContext">sqlContext: <span class="extype" name="org.apache.spark.sql.SQLContext">SQLContext</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.FeaturesWriter">FeaturesWriter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@context(sqlContext:org.apache.spark.sql.SQLContext):MLWriter.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWriter → BaseReadWrite</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@logName:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWriter#option" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="option(key:&lt;?&gt;,value:&lt;?&gt;):MLWriter.this.type"></a>
+      <a id="option(String,String):FeaturesWriter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">option</span><span class="params">(<span name="key">key: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.FeaturesWriter">FeaturesWriter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@option(key:String,value:String):MLWriter.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWriter</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.3.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWriter#optionMap" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="optionMap:scala.collection.mutable.Map[String,String]"></a>
+      <a id="optionMap:Map[String,String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">optionMap</span><span class="result">: <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@optionMap:scala.collection.mutable.Map[String,String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>MLWriter</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWriter#overwrite" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="overwrite():MLWriter.this.type"></a>
+      <a id="overwrite():FeaturesWriter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">overwrite</span><span class="params">()</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.FeaturesWriter">FeaturesWriter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@overwrite():MLWriter.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWriter</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWriter#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWriter</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.FeaturesWriter#saveImpl" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="saveImpl(path:String):Unit"></a>
+      <a id="saveImpl(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">saveImpl</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@saveImpl(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.FeaturesWriter">FeaturesWriter</a> → MLWriter</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.BaseReadWrite#sc" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="sc:org.apache.spark.SparkContext"></a>
+      <a id="sc:SparkContext"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sc</span><span class="result">: <span class="extype" name="org.apache.spark.SparkContext">SparkContext</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@sc:org.apache.spark.SparkContext" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>BaseReadWrite</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWriter#session" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="session(sparkSession:org.apache.spark.sql.SparkSession):MLWriter.this.type"></a>
+      <a id="session(SparkSession):FeaturesWriter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">session</span><span class="params">(<span name="sparkSession">sparkSession: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.FeaturesWriter">FeaturesWriter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@session(sparkSession:org.apache.spark.sql.SparkSession):MLWriter.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWriter → BaseReadWrite</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):FeaturesWriter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.FeaturesWriter">FeaturesWriter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):FeaturesWriter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.FeaturesWriter">FeaturesWriter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):FeaturesWriter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.FeaturesWriter">FeaturesWriter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):FeaturesWriter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.FeaturesWriter">FeaturesWriter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):FeaturesWriter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.FeaturesWriter">FeaturesWriter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):FeaturesWriter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.FeaturesWriter">FeaturesWriter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):FeaturesWriter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.FeaturesWriter">FeaturesWriter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):FeaturesWriter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.FeaturesWriter">FeaturesWriter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWriter#shouldOverwrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="shouldOverwrite:Boolean"></a>
+      <a id="shouldOverwrite:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">shouldOverwrite</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@shouldOverwrite:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>MLWriter</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.BaseReadWrite#sparkSession" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="sparkSession:org.apache.spark.sql.SparkSession"></a>
+      <a id="sparkSession:SparkSession"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sparkSession</span><span class="result">: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@sparkSession:org.apache.spark.sql.SparkSession" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>BaseReadWrite</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.BaseReadWrite#sqlContext" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="sqlContext:org.apache.spark.sql.SQLContext"></a>
+      <a id="sqlContext:SQLContext"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sqlContext</span><span class="result">: <span class="extype" name="org.apache.spark.sql.SQLContext">SQLContext</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@sqlContext:org.apache.spark.sql.SQLContext" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>BaseReadWrite</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.FeaturesWriter@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWriter">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.BaseReadWrite">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.BaseReadWrite">BaseReadWrite</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
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+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/Finisher$.html b/docs/api/com/johnsnowlabs/nlp/Finisher$.html
new file mode 100644
index 00000000000000..4a1a1d18baba7c
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/Finisher$.html
@@ -0,0 +1,532 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Finisher - com.johnsnowlabs.nlp.Finisher</title>
+          <meta name="description" content="Finisher - com.johnsnowlabs.nlp.Finisher" />
+          <meta name="keywords" content="Finisher com.johnsnowlabs.nlp.Finisher" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.Finisher$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="Finisher.html" title="See companion class"><img alt="Object/Class" src="../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1><a href="Finisher.html" title="See companion class">Finisher</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Finisher.html" title="See companion class">class Finisher</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher$" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Finisher</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Finisher.html" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
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+          <span class="toggle">Linear Supertypes</span>
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+      <span class="modifier_kind">
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+        <span class="kind">def</span>
+      </span>
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+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher$@finalize():Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):Finisher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="Finisher.html" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher$@notify():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[Finisher]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="Finisher.html" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher$@toString():String" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher$@wait():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Finisher.html" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="Finisher.html" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/Finisher.html b/docs/api/com/johnsnowlabs/nlp/Finisher.html
new file mode 100644
index 00000000000000..c64bc4312b2ad2
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/Finisher.html
@@ -0,0 +1,1740 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Finisher - com.johnsnowlabs.nlp.Finisher</title>
+          <meta name="description" content="Finisher - com.johnsnowlabs.nlp.Finisher" />
+          <meta name="keywords" content="Finisher com.johnsnowlabs.nlp.Finisher" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.Finisher';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="Finisher$.html" title="See companion object"><img alt="Class/Object" src="../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1><a href="Finisher$.html" title="See companion object">Finisher</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Finisher$.html" title="See companion object">object Finisher</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Finisher</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span> with <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.Finisher"><span>Finisher</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.Finisher#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.Finisher"></a>
+      <a id="&lt;init&gt;:Finisher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Finisher</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@&lt;init&gt;():com.johnsnowlabs.nlp.Finisher" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Finisher#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.Finisher"></a>
+      <a id="&lt;init&gt;:Finisher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Finisher</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.Finisher" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Finisher#annotationSplitSymbol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotationSplitSymbol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="annotationSplitSymbol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotationSplitSymbol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@annotationSplitSymbol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Finisher#cleanAnnotations" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="cleanAnnotations:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="cleanAnnotations:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">cleanAnnotations</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@cleanAnnotations:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):Finisher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Finisher#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Transformer"></a>
+      <a id="copy(ParamMap):Transformer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Transformer" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a> → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Finisher#getAnnotationSplitSymbol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getAnnotationSplitSymbol:String"></a>
+      <a id="getAnnotationSplitSymbol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getAnnotationSplitSymbol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@getAnnotationSplitSymbol:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Finisher#getCleanAnnotations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getCleanAnnotations:Boolean"></a>
+      <a id="getCleanAnnotations:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getCleanAnnotations</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@getCleanAnnotations:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Finisher#getIncludeMetadata" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getIncludeMetadata:Boolean"></a>
+      <a id="getIncludeMetadata:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getIncludeMetadata</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@getIncludeMetadata:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Finisher#getInputCols" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Finisher#getOutputAsArray" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getOutputAsArray:Boolean"></a>
+      <a id="getOutputAsArray:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputAsArray</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@getOutputAsArray:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Finisher#getOutputCols" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getOutputCols:Array[String]"></a>
+      <a id="getOutputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@getOutputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Finisher#getValueSplitSymbol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getValueSplitSymbol:String"></a>
+      <a id="getValueSplitSymbol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getValueSplitSymbol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@getValueSplitSymbol:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Finisher#includeMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="includeMetadata:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="includeMetadata:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">includeMetadata</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@includeMetadata:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Finisher#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@logName:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Finisher#outputAsArray" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAsArray:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="outputAsArray:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAsArray</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@outputAsArray:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Finisher#outputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="outputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@outputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):Finisher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):Finisher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):Finisher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Finisher#setAnnotationSplitSymbol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setAnnotationSplitSymbol(value:String):Finisher.this.type"></a>
+      <a id="setAnnotationSplitSymbol(String):Finisher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setAnnotationSplitSymbol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@setAnnotationSplitSymbol(value:String):Finisher.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Finisher#setCleanAnnotations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setCleanAnnotations(value:Boolean):Finisher.this.type"></a>
+      <a id="setCleanAnnotations(Boolean):Finisher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setCleanAnnotations</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@setCleanAnnotations(value:Boolean):Finisher.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):Finisher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):Finisher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Finisher#setIncludeMetadata" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setIncludeMetadata(value:Boolean):Finisher.this.type"></a>
+      <a id="setIncludeMetadata(Boolean):Finisher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setIncludeMetadata</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@setIncludeMetadata(value:Boolean):Finisher.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Finisher#setInputCols" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setInputCols(value:String*):Finisher.this.type"></a>
+      <a id="setInputCols(String*):Finisher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@setInputCols(value:String*):Finisher.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Finisher#setInputCols" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):Finisher.this.type"></a>
+      <a id="setInputCols(Array[String]):Finisher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@setInputCols(value:Array[String]):Finisher.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Finisher#setOutputAsArray" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setOutputAsArray(value:Boolean):Finisher.this.type"></a>
+      <a id="setOutputAsArray(Boolean):Finisher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputAsArray</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@setOutputAsArray(value:Boolean):Finisher.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Finisher#setOutputCols" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setOutputCols(value:String*):Finisher.this.type"></a>
+      <a id="setOutputCols(String*):Finisher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@setOutputCols(value:String*):Finisher.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Finisher#setOutputCols" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setOutputCols(value:Array[String]):Finisher.this.type"></a>
+      <a id="setOutputCols(Array[String]):Finisher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@setOutputCols(value:Array[String]):Finisher.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Finisher#setValueSplitSymbol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setValueSplitSymbol(value:String):Finisher.this.type"></a>
+      <a id="setValueSplitSymbol(String):Finisher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setValueSplitSymbol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@setValueSplitSymbol(value:String):Finisher.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Finisher#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[org.apache.spark.sql.Row]"></a>
+      <a id="transform(Dataset[_]):Dataset[Row]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[<span class="extype" name="org.apache.spark.sql.Row">Row</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[org.apache.spark.sql.Row]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Finisher#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Finisher#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@uid:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.Finisher#valueSplitSymbol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="valueSplitSymbol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="valueSplitSymbol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">valueSplitSymbol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@valueSplitSymbol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.Finisher@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
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+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/HasFeatures.html b/docs/api/com/johnsnowlabs/nlp/HasFeatures.html
new file mode 100644
index 00000000000000..7d5d9754172c95
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/HasFeatures.html
@@ -0,0 +1,774 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>HasFeatures - com.johnsnowlabs.nlp.HasFeatures</title>
+          <meta name="description" content="HasFeatures - com.johnsnowlabs.nlp.HasFeatures" />
+          <meta name="keywords" content="HasFeatures com.johnsnowlabs.nlp.HasFeatures" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
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+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
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+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.HasFeatures';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1>HasFeatures</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">HasFeatures</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>, <a href="annotators/ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>, <a href="annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>, <a href="annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>, <a href="annotators/sbd/deep/DeepSentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>, <a href="annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>, <a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>, <a href="FeaturesWriter.html" class="extype" name="com.johnsnowlabs.nlp.FeaturesWriter">FeaturesWriter</a>, <a href="annotators/spell/context/HasTransducerFeatures.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a>, <a href="annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/ner/NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>, <a href="annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>, <a href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>, <a href="annotators/RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/SimpleTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>, <a href="annotators/Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>, <a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>, <a href="annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>, <a href="annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):HasFeatures.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):HasFeatures.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):HasFeatures.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):HasFeatures.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):HasFeatures.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):HasFeatures.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):HasFeatures.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):HasFeatures.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasFeatures@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/HasInputAnnotationCols.html b/docs/api/com/johnsnowlabs/nlp/HasInputAnnotationCols.html
new file mode 100644
index 00000000000000..6091d3f5bf8db0
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/HasInputAnnotationCols.html
@@ -0,0 +1,1010 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>HasInputAnnotationCols - com.johnsnowlabs.nlp.HasInputAnnotationCols</title>
+          <meta name="description" content="HasInputAnnotationCols - com.johnsnowlabs.nlp.HasInputAnnotationCols" />
+          <meta name="keywords" content="HasInputAnnotationCols com.johnsnowlabs.nlp.HasInputAnnotationCols" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.HasInputAnnotationCols';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1>HasInputAnnotationCols</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">HasInputAnnotationCols</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>, <a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>, <a href="annotators/ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>, <a href="annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>, <a href="annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>, <a href="annotators/sbd/deep/DeepSentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>, <a href="annotators/parser/dep/DependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>, <a href="annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>, <a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>, <a href="annotators/Lemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>, <a href="annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/ner/NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>, <a href="annotators/ner/crf/NerCrfApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>, <a href="annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>, <a href="annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>, <a href="annotators/spell/norvig/NorvigSweetingApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>, <a href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/pos/perceptron/PerceptronApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>, <a href="annotators/pos/perceptron/PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>, <a href="annotators/RegexMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>, <a href="annotators/RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/SimpleTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>, <a href="annotators/Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>, <a href="annotators/spell/symmetric/SymmetricDeleteApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/TextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>, <a href="annotators/TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>, <a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>, <a href="annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>, <a href="annotators/parser/typdep/TypedDependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a>, <a href="annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Abstract Value Members</h3>
+              <ol><li name="org.apache.spark.ml.param.Params#copy" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.Params"></a>
+      <a id="copy(ParamMap):Params"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.Params" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputAnnotatorTypes" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#uid" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@uid:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Concrete Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):HasInputAnnotationCols.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):HasInputAnnotationCols.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):HasInputAnnotationCols.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):HasInputAnnotationCols.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):HasInputAnnotationCols.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):HasInputAnnotationCols.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):HasInputAnnotationCols.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):HasInputAnnotationCols.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasInputAnnotationCols@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
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+
+      <div id="tooltip"></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/HasOutputAnnotationCol.html b/docs/api/com/johnsnowlabs/nlp/HasOutputAnnotationCol.html
new file mode 100644
index 00000000000000..9e84ea429b8cb4
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/HasOutputAnnotationCol.html
@@ -0,0 +1,955 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>HasOutputAnnotationCol - com.johnsnowlabs.nlp.HasOutputAnnotationCol</title>
+          <meta name="description" content="HasOutputAnnotationCol - com.johnsnowlabs.nlp.HasOutputAnnotationCol" />
+          <meta name="keywords" content="HasOutputAnnotationCol com.johnsnowlabs.nlp.HasOutputAnnotationCol" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+            var url = '../../../index.html';
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+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1>HasOutputAnnotationCol</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">HasOutputAnnotationCol</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>
+      </span>
+      </h4>
+      
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+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#uid" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable</dd></dl></div>
+    </li></ol>
+            </div>
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+        <div id="values" class="values members">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
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+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):HasOutputAnnotationCol.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):HasOutputAnnotationCol.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):HasOutputAnnotationCol.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):HasOutputAnnotationCol.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):HasOutputAnnotationCol.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):HasOutputAnnotationCol.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotationCol@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/HasOutputAnnotatorType.html b/docs/api/com/johnsnowlabs/nlp/HasOutputAnnotatorType.html
new file mode 100644
index 00000000000000..8e0455df7c2fa8
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/HasOutputAnnotatorType.html
@@ -0,0 +1,525 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>HasOutputAnnotatorType - com.johnsnowlabs.nlp.HasOutputAnnotatorType</title>
+          <meta name="description" content="HasOutputAnnotatorType - com.johnsnowlabs.nlp.HasOutputAnnotatorType" />
+          <meta name="keywords" content="HasOutputAnnotatorType com.johnsnowlabs.nlp.HasOutputAnnotatorType" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+         if(top === self) {
+            var url = '../../../index.html';
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+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1>HasOutputAnnotatorType</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotatorType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">HasOutputAnnotatorType</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>, <a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>, <a href="annotators/ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>, <a href="annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>, <a href="annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>, <a href="annotators/sbd/deep/DeepSentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>, <a href="annotators/parser/dep/DependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>, <a href="annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>, <a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>, <a href="DocumentAssembler.html" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a>, <a href="annotators/Lemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>, <a href="annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/ner/NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>, <a href="annotators/ner/crf/NerCrfApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>, <a href="annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>, <a href="annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>, <a href="annotators/spell/norvig/NorvigSweetingApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>, <a href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/pos/perceptron/PerceptronApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>, <a href="annotators/pos/perceptron/PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>, <a href="annotators/RegexMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>, <a href="annotators/RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/SimpleTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>, <a href="annotators/Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>, <a href="annotators/spell/symmetric/SymmetricDeleteApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/TextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>, <a href="annotators/TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>, <a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>, <a href="annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>, <a href="annotators/parser/typdep/TypedDependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a>, <a href="annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotatorType@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Abstract Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType#outputAnnotatorType" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="outputAnnotatorType:HasOutputAnnotatorType.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotatorType@outputAnnotatorType:HasOutputAnnotatorType.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Concrete Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotatorType@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotatorType@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotatorType@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotatorType@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotatorType@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotatorType@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotatorType@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotatorType@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotatorType@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotatorType@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasOutputAnnotatorType@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/HasRecursiveFit.html b/docs/api/com/johnsnowlabs/nlp/HasRecursiveFit.html
new file mode 100644
index 00000000000000..aca06be95b7461
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/HasRecursiveFit.html
@@ -0,0 +1,502 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>HasRecursiveFit - com.johnsnowlabs.nlp.HasRecursiveFit</title>
+          <meta name="description" content="HasRecursiveFit - com.johnsnowlabs.nlp.HasRecursiveFit" />
+          <meta name="keywords" content="HasRecursiveFit com.johnsnowlabs.nlp.HasRecursiveFit" />
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+        <h1>HasRecursiveFit</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.HasRecursiveFit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">HasRecursiveFit</span><span class="tparams">[<span name="M">M &lt;: <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasRecursiveFit.M">M</span>]</span>]</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>AnnotatorApproach'es may extend this trait in order to allow
+RecursivePipelines to include intermediate
+steps trained PipelineModel's
+</p></div><dl class="attributes block"> <dt>Self Type</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.HasRecursiveFit">HasRecursiveFit</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasRecursiveFit.M">M</span>] with <a href="AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasRecursiveFit.M">M</span>]</dd></dl><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
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+        <span class="modifier">final </span>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+              
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <h4 class="signature">
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </li><li name="com.johnsnowlabs.nlp.HasRecursiveFit#recursiveFit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="recursiveFit(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:org.apache.spark.ml.PipelineModel):M"></a>
+      <a id="recursiveFit(Dataset[_],PipelineModel):M"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">recursiveFit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursivePipeline">recursivePipeline: <span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span></span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasRecursiveFit.M">M</span></span>
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+        <span class="modifier">final </span>
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+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </span>)</span>
+              
+        </dd></dl></div>
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+      <h4 class="signature">
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+        <span class="modifier">final </span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+              
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/JavaAnnotation.html b/docs/api/com/johnsnowlabs/nlp/JavaAnnotation.html
new file mode 100644
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@@ -0,0 +1,578 @@
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+<html>
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+          <title>JavaAnnotation - com.johnsnowlabs.nlp.JavaAnnotation</title>
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+        <h1>JavaAnnotation</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
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+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">JavaAnnotation</span><span class="params">(<span name="annotatorType">annotatorType: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="begin">begin: <span class="extype" name="scala.Int">Int</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span></span>, <span name="result">result: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="metadata">metadata: <span class="extype" name="java.util.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="embeddings">embeddings: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>] = <span class="symbol">Array.emptyFloatArray</span></span>, <span name="sentenceEmbeddings">sentenceEmbeddings: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>] = <span class="symbol">Array.emptyFloatArray</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
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+      
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+              <h3>Instance Constructors</h3>
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+      <a id="&lt;init&gt;(annotatorType:String,begin:Int,end:Int,result:String,metadata:java.util.Map[String,String],embeddings:Array[Float],sentenceEmbeddings:Array[Float]):com.johnsnowlabs.nlp.JavaAnnotation"></a>
+      <a id="&lt;init&gt;:JavaAnnotation"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">new</span>
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+      <span class="symbol">
+        <span class="name">JavaAnnotation</span><span class="params">(<span name="annotatorType">annotatorType: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="begin">begin: <span class="extype" name="scala.Int">Int</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span></span>, <span name="result">result: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="metadata">metadata: <span class="extype" name="java.util.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="embeddings">embeddings: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>] = <span class="symbol">Array.emptyFloatArray</span></span>, <span name="sentenceEmbeddings">sentenceEmbeddings: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>] = <span class="symbol">Array.emptyFloatArray</span></span>)</span>
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+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.JavaAnnotation@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.JavaAnnotation@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.JavaAnnotation@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.JavaAnnotation#annotatorType" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="annotatorType:String"></a>
+      <a id="annotatorType:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotatorType</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.JavaAnnotation@annotatorType:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.JavaAnnotation@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.JavaAnnotation#begin" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="begin:Int"></a>
+      <a id="begin:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">begin</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.JavaAnnotation@begin:Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.JavaAnnotation@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.JavaAnnotation#embeddings" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="embeddings:Array[Float]"></a>
+      <a id="embeddings:Array[Float]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">embeddings</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.JavaAnnotation@embeddings:Array[Float]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.JavaAnnotation#end" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="end:Int"></a>
+      <a id="end:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">end</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.JavaAnnotation@end:Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.JavaAnnotation@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.JavaAnnotation@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.JavaAnnotation@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.JavaAnnotation@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.JavaAnnotation#metadata" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="metadata:java.util.Map[String,String]"></a>
+      <a id="metadata:Map[String,String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">metadata</span><span class="result">: <span class="extype" name="java.util.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.JavaAnnotation@metadata:java.util.Map[String,String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.JavaAnnotation@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.JavaAnnotation@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.JavaAnnotation@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.JavaAnnotation#result" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="result:String"></a>
+      <a id="result:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">result</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.JavaAnnotation@result:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.JavaAnnotation#sentenceEmbeddings" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="sentenceEmbeddings:Array[Float]"></a>
+      <a id="sentenceEmbeddings:Array[Float]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sentenceEmbeddings</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.JavaAnnotation@sentenceEmbeddings:Array[Float]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.JavaAnnotation@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.JavaAnnotation@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.JavaAnnotation@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.JavaAnnotation@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
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+              
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+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
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+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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+        
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+        <div class="group" name="Ungrouped">
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diff --git a/docs/api/com/johnsnowlabs/nlp/LightPipeline.html b/docs/api/com/johnsnowlabs/nlp/LightPipeline.html
new file mode 100644
index 00000000000000..ce5dee715e3914
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/LightPipeline.html
@@ -0,0 +1,723 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>LightPipeline - com.johnsnowlabs.nlp.LightPipeline</title>
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+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1>LightPipeline</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
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+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.LightPipeline#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(pipelineModel:org.apache.spark.ml.PipelineModel):com.johnsnowlabs.nlp.LightPipeline"></a>
+      <a id="&lt;init&gt;:LightPipeline"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
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+      <span class="symbol">
+        <span class="name">LightPipeline</span><span class="params">(<span name="pipelineModel">pipelineModel: <span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span></span>)</span>
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+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.LightPipeline@==(x$1:Any):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.LightPipeline#annotate" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="annotate(targets:Array[String]):Array[Map[String,Seq[String]]]"></a>
+      <a id="annotate(Array[String]):Array[Map[String,Seq[String]]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="targets">targets: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Predef.String">String</span>]]]</span>
+      </span>
+      </h4><span class="permalink">
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+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.LightPipeline#annotate" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="annotate(target:String):Map[String,Seq[String]]"></a>
+      <a id="annotate(String):Map[String,Seq[String]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="target">target: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Predef.String">String</span>]]</span>
+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.LightPipeline#annotateJava" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="annotateJava(targets:java.util.ArrayList[String]):java.util.List[java.util.Map[String,java.util.List[String]]]"></a>
+      <a id="annotateJava(ArrayList[String]):List[Map[String,List[String]]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotateJava</span><span class="params">(<span name="targets">targets: <span class="extype" name="java.util.ArrayList">ArrayList</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <span class="extype" name="java.util.List">List</span>[<span class="extype" name="java.util.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="java.util.List">List</span>[<span class="extype" name="scala.Predef.String">String</span>]]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.LightPipeline@annotateJava(targets:java.util.ArrayList[String]):java.util.List[java.util.Map[String,java.util.List[String]]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.LightPipeline#annotateJava" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="annotateJava(target:String):java.util.Map[String,java.util.List[String]]"></a>
+      <a id="annotateJava(String):Map[String,List[String]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotateJava</span><span class="params">(<span name="target">target: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="java.util.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="java.util.List">List</span>[<span class="extype" name="scala.Predef.String">String</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.LightPipeline@annotateJava(target:String):java.util.Map[String,java.util.List[String]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.LightPipeline@asInstanceOf[T0]:T0" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.LightPipeline@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.LightPipeline@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.LightPipeline@equals(x$1:Any):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.LightPipeline@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.LightPipeline#fullAnnotate" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="fullAnnotate(targets:Array[String]):Array[Map[String,Seq[com.johnsnowlabs.nlp.Annotation]]]"></a>
+      <a id="fullAnnotate(Array[String]):Array[Map[String,Seq[Annotation]]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fullAnnotate</span><span class="params">(<span name="targets">targets: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Seq">Seq</span>[<a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.LightPipeline@fullAnnotate(targets:Array[String]):Array[Map[String,Seq[com.johnsnowlabs.nlp.Annotation]]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
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+      <a id="fullAnnotate(String,Map[String,Seq[Annotation]]):Map[String,Seq[Annotation]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <a id="fullAnnotateJava(targets:java.util.ArrayList[String]):java.util.List[java.util.Map[String,java.util.List[com.johnsnowlabs.nlp.JavaAnnotation]]]"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">fullAnnotateJava</span><span class="params">(<span name="targets">targets: <span class="extype" name="java.util.ArrayList">ArrayList</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <span class="extype" name="java.util.List">List</span>[<span class="extype" name="java.util.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="java.util.List">List</span>[<a href="JavaAnnotation.html" class="extype" name="com.johnsnowlabs.nlp.JavaAnnotation">JavaAnnotation</a>]]]</span>
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+      <a id="fullAnnotateJava(target:String):java.util.Map[String,java.util.List[com.johnsnowlabs.nlp.JavaAnnotation]]"></a>
+      <a id="fullAnnotateJava(String):Map[String,List[JavaAnnotation]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fullAnnotateJava</span><span class="params">(<span name="target">target: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="java.util.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="java.util.List">List</span>[<a href="JavaAnnotation.html" class="extype" name="com.johnsnowlabs.nlp.JavaAnnotation">JavaAnnotation</a>]]</span>
+      </span>
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+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.LightPipeline#getIgnoreUnsupported" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getIgnoreUnsupported:Boolean"></a>
+      <a id="getIgnoreUnsupported:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getIgnoreUnsupported</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="com.johnsnowlabs.nlp.LightPipeline#getStages" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getStages:Array[org.apache.spark.ml.Transformer]"></a>
+      <a id="getStages:Array[Transformer]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getStages</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>]</span>
+      </span>
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+      
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.LightPipeline@hashCode():Int" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.LightPipeline@notifyAll():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.LightPipeline#pipelineModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="pipelineModel:org.apache.spark.ml.PipelineModel"></a>
+      <a id="pipelineModel:PipelineModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pipelineModel</span><span class="result">: <span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.LightPipeline@pipelineModel:org.apache.spark.ml.PipelineModel" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="com.johnsnowlabs.nlp.LightPipeline#setIgnoreUnsupported" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setIgnoreUnsupported(v:Boolean):Unit"></a>
+      <a id="setIgnoreUnsupported(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setIgnoreUnsupported</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.LightPipeline@setIgnoreUnsupported(v:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.LightPipeline@toString():String" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.LightPipeline#transform" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="transform(dataFrame:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataFrame">dataFrame: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.LightPipeline@transform(dataFrame:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
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+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/ParamsAndFeaturesReadable.html b/docs/api/com/johnsnowlabs/nlp/ParamsAndFeaturesReadable.html
new file mode 100644
index 00000000000000..43b82dc94843de
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/ParamsAndFeaturesReadable.html
@@ -0,0 +1,546 @@
+<!DOCTYPE html >
+<html>
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+          <meta name="description" content="ParamsAndFeaturesReadable - com.johnsnowlabs.nlp.ParamsAndFeaturesReadable" />
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+        <h1>ParamsAndFeaturesReadable</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ParamsAndFeaturesReadable</span><span class="tparams">[<span name="T">T &lt;: <a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>]</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<span class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable.T">T</span>]</span>
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+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<span class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable.T">T</span>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<span class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable.T">T</span>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <span class="modifier_kind">
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+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((T,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<span class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable.T">T</span>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesReadable@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="modifier"></span>
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+      <span class="symbol">
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesReadable@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesReadable@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesReadable@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesReadable@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesReadable@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<span class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesReadable@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesReadable@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesReadable@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesReadable@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesReadable@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesReadable@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<span class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable.T">T</span>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<span class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable.T">T</span>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
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+      <div id="footer">  </div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/ParamsAndFeaturesWritable.html b/docs/api/com/johnsnowlabs/nlp/ParamsAndFeaturesWritable.html
new file mode 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/ParamsAndFeaturesWritable.html
@@ -0,0 +1,1261 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ParamsAndFeaturesWritable - com.johnsnowlabs.nlp.ParamsAndFeaturesWritable</title>
+          <meta name="description" content="ParamsAndFeaturesWritable - com.johnsnowlabs.nlp.ParamsAndFeaturesWritable" />
+          <meta name="keywords" content="ParamsAndFeaturesWritable com.johnsnowlabs.nlp.ParamsAndFeaturesWritable" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1>ParamsAndFeaturesWritable</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ParamsAndFeaturesWritable</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span> with <span class="extype" name="org.apache.spark.ml.param.Params">Params</span> with <a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>, <a href="annotators/ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>, <a href="annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>, <a href="annotators/sbd/deep/DeepSentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>, <a href="annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>, <a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>, <a href="annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/ner/NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>, <a href="annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>, <a href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>, <a href="annotators/RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/SimpleTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>, <a href="annotators/Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>, <a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>, <a href="annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>, <a href="annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a></div>
+          </div></div>
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+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
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+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Abstract Value Members</h3>
+              <ol><li name="org.apache.spark.ml.param.Params#copy" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.Params"></a>
+      <a id="copy(ParamMap):Params"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.Params" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#uid" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@uid:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Concrete Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):ParamsAndFeaturesWritable.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):ParamsAndFeaturesWritable.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):ParamsAndFeaturesWritable.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):ParamsAndFeaturesWritable.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):ParamsAndFeaturesWritable.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):ParamsAndFeaturesWritable.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):ParamsAndFeaturesWritable.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):ParamsAndFeaturesWritable.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):ParamsAndFeaturesWritable.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):ParamsAndFeaturesWritable.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):ParamsAndFeaturesWritable.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):ParamsAndFeaturesWritable.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):ParamsAndFeaturesWritable.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):ParamsAndFeaturesWritable.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.ParamsAndFeaturesWritable@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/RawAnnotator.html b/docs/api/com/johnsnowlabs/nlp/RawAnnotator.html
new file mode 100644
index 00000000000000..38607a2a72b6d3
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/RawAnnotator.html
@@ -0,0 +1,1954 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>RawAnnotator - com.johnsnowlabs.nlp.RawAnnotator</title>
+          <meta name="description" content="RawAnnotator - com.johnsnowlabs.nlp.RawAnnotator" />
+          <meta name="keywords" content="RawAnnotator com.johnsnowlabs.nlp.RawAnnotator" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
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+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.RawAnnotator';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1>RawAnnotator</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RawAnnotator</span><span class="tparams">[<span name="M">M &lt;: <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<span class="extype" name="com.johnsnowlabs.nlp.RawAnnotator.M">M</span>]</span>]</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<span class="extype" name="com.johnsnowlabs.nlp.RawAnnotator.M">M</span>] with <a href="ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> with <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a> with <a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a> with <a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Created by jose on 25/01/18.
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<span class="extype" name="com.johnsnowlabs.nlp.RawAnnotator.M">M</span>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>, <a href="annotators/ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>, <a href="annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>, <a href="annotators/sbd/deep/DeepSentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>, <a href="annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>, <a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>, <a href="annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/ner/NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>, <a href="annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>, <a href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="annotators/RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/SimpleTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>, <a href="annotators/Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>, <a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>, <a href="annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>, <a href="annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Abstract Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputAnnotatorTypes" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType#outputAnnotatorType" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:HasOutputAnnotatorType.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.RawAnnotator.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@outputAnnotatorType:HasOutputAnnotatorType.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#uid" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@uid:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Concrete Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):RawAnnotator.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):M"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.RawAnnotator.M">M</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@logName:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[M]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<span class="extype" name="com.johnsnowlabs.nlp.RawAnnotator.M">M</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):RawAnnotator.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):RawAnnotator.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):RawAnnotator.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):RawAnnotator.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):RawAnnotator.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):RawAnnotator.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):RawAnnotator.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):RawAnnotator.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):RawAnnotator.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):RawAnnotator.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):RawAnnotator.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):RawAnnotator.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):RawAnnotator.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):RawAnnotator.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):RawAnnotator.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):RawAnnotator.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[M]):M"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<span class="extype" name="com.johnsnowlabs.nlp.RawAnnotator.M">M</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.RawAnnotator.M">M</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@wait():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RawAnnotator@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<span class="extype" name="com.johnsnowlabs.nlp.RawAnnotator.M">M</span>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
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+
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diff --git a/docs/api/com/johnsnowlabs/nlp/RecursivePipeline.html b/docs/api/com/johnsnowlabs/nlp/RecursivePipeline.html
new file mode 100644
index 00000000000000..bbe316afdb8baa
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/RecursivePipeline.html
@@ -0,0 +1,1457 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>RecursivePipeline - com.johnsnowlabs.nlp.RecursivePipeline</title>
+          <meta name="description" content="RecursivePipeline - com.johnsnowlabs.nlp.RecursivePipeline" />
+          <meta name="keywords" content="RecursivePipeline com.johnsnowlabs.nlp.RecursivePipeline" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../lib/class_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1>RecursivePipeline</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RecursivePipeline</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.Pipeline">Pipeline</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="org.apache.spark.ml.Pipeline">Pipeline</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>], <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.RecursivePipeline"><span>RecursivePipeline</span></li><li class="in" name="org.apache.spark.ml.Pipeline"><span>Pipeline</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Estimator"><span>Estimator</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
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+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.RecursivePipeline#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.RecursivePipeline"></a>
+      <a id="&lt;init&gt;:RecursivePipeline"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RecursivePipeline</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@&lt;init&gt;():com.johnsnowlabs.nlp.RecursivePipeline" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.RecursivePipeline#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.RecursivePipeline"></a>
+      <a id="&lt;init&gt;:RecursivePipeline"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RecursivePipeline</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
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+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.RecursivePipeline" title="Permalink" target="_top">
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+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):RecursivePipeline.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RecursivePipeline">RecursivePipeline</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Pipeline#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Pipeline"></a>
+      <a id="copy(ParamMap):Pipeline"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Pipeline">Pipeline</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Pipeline" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Pipeline → Estimator → PipelineStage → Params</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.4.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RecursivePipeline#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.ml.PipelineModel"></a>
+      <a id="fit(Dataset[_]):PipelineModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@fit(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.ml.PipelineModel" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Has to behave as of spark 2.x.x</p><div class="fullcomment"><div class="comment cmt"><p>Has to behave as of spark 2.x.x</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.RecursivePipeline">RecursivePipeline</a> → Pipeline → Estimator</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]"></a>
+      <a id="fit(Dataset[_],Array[ParamMap]):Seq[PipelineModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMaps">paramMaps: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="fit(Dataset[_],ParamMap):PipelineModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M"></a>
+      <a id="fit(Dataset[_],ParamPair[_],ParamPair[_]*):PipelineModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Pipeline#getStages" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getStages:Array[org.apache.spark.ml.PipelineStage]"></a>
+      <a id="getStages:Array[PipelineStage]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getStages</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@getStages:Array[org.apache.spark.ml.PipelineStage]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Pipeline</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.2.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@logName:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):RecursivePipeline.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RecursivePipeline">RecursivePipeline</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):RecursivePipeline.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RecursivePipeline">RecursivePipeline</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):RecursivePipeline.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RecursivePipeline">RecursivePipeline</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):RecursivePipeline.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RecursivePipeline">RecursivePipeline</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):RecursivePipeline.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RecursivePipeline">RecursivePipeline</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Pipeline#setStages" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setStages(value:Array[_&lt;:org.apache.spark.ml.PipelineStage]):Pipeline.this.type"></a>
+      <a id="setStages(Array[_&lt;:PipelineStage]):RecursivePipeline.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setStages</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[_ &lt;: <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.RecursivePipeline">RecursivePipeline</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@setStages(value:Array[_&lt;:org.apache.spark.ml.PipelineStage]):Pipeline.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Pipeline</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.2.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Pipeline#stages" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="stages:org.apache.spark.ml.param.Param[Array[org.apache.spark.ml.PipelineStage]]"></a>
+      <a id="stages:Param[Array[PipelineStage]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">stages</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@stages:org.apache.spark.ml.param.Param[Array[org.apache.spark.ml.PipelineStage]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Pipeline</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.2.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Pipeline#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Pipeline → PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.2.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RecursivePipeline#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
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+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@uid:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.RecursivePipeline">RecursivePipeline</a> → Pipeline → Identifiable</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Pipeline#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.RecursivePipeline@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Pipeline → MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="org.apache.spark.ml.Pipeline">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Pipeline">Pipeline</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Estimator">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+        </div>
+
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diff --git a/docs/api/com/johnsnowlabs/nlp/SparkNLP$.html b/docs/api/com/johnsnowlabs/nlp/SparkNLP$.html
new file mode 100644
index 00000000000000..b4b73677ac077a
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/SparkNLP$.html
@@ -0,0 +1,533 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SparkNLP - com.johnsnowlabs.nlp.SparkNLP</title>
+          <meta name="description" content="SparkNLP - com.johnsnowlabs.nlp.SparkNLP" />
+          <meta name="keywords" content="SparkNLP com.johnsnowlabs.nlp.SparkNLP" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../lib/object_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1>SparkNLP</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
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+      </span>
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+        <span class="name">SparkNLP</span>
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+      
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+          <span class="toggle">Linear Supertypes</span>
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+            </div>
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+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.SparkNLP#currentVersion" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="currentVersion:String"></a>
+      <a id="currentVersion:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+        <span class="name">currentVersion</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
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+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.SparkNLP$@hashCode():Int" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.SparkNLP$@notify():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.SparkNLP$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.SparkNLP#start" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="start(includeOcr:Boolean):org.apache.spark.sql.SparkSession"></a>
+      <a id="start(Boolean):SparkSession"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">start</span><span class="params">(<span name="includeOcr">includeOcr: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.SparkNLP$@start(includeOcr:Boolean):org.apache.spark.sql.SparkSession" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.SparkNLP$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.SparkNLP$@toString():String" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.SparkNLP#version" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="version():Unit"></a>
+      <a id="version():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">version</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.SparkNLP$@version():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.SparkNLP$@wait():Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.SparkNLP$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/TokenAssembler$.html b/docs/api/com/johnsnowlabs/nlp/TokenAssembler$.html
new file mode 100644
index 00000000000000..d8f255d0327e65
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/TokenAssembler$.html
@@ -0,0 +1,532 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TokenAssembler - com.johnsnowlabs.nlp.TokenAssembler</title>
+          <meta name="description" content="TokenAssembler - com.johnsnowlabs.nlp.TokenAssembler" />
+          <meta name="keywords" content="TokenAssembler com.johnsnowlabs.nlp.TokenAssembler" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
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+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.TokenAssembler$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="TokenAssembler.html" title="See companion class"><img alt="Object/Class" src="../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1><a href="TokenAssembler.html" title="See companion class">TokenAssembler</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="TokenAssembler.html" title="See companion class">class TokenAssembler</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler$" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TokenAssembler</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
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+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.TokenAssembler"><span>TokenAssembler</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):TokenAssembler"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[TokenAssembler]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler$@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/TokenAssembler.html b/docs/api/com/johnsnowlabs/nlp/TokenAssembler.html
new file mode 100644
index 00000000000000..523dda2a259289
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/TokenAssembler.html
@@ -0,0 +1,2059 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TokenAssembler - com.johnsnowlabs.nlp.TokenAssembler</title>
+          <meta name="description" content="TokenAssembler - com.johnsnowlabs.nlp.TokenAssembler" />
+          <meta name="keywords" content="TokenAssembler com.johnsnowlabs.nlp.TokenAssembler" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.TokenAssembler';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="TokenAssembler$.html" title="See companion object"><img alt="Class/Object" src="../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1><a href="TokenAssembler$.html" title="See companion object">TokenAssembler</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="TokenAssembler$.html" title="See companion object">object TokenAssembler</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TokenAssembler</span><span class="result"> extends <a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Created by saif on 06/07/17.
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>], <a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>], <a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.TokenAssembler"><span>TokenAssembler</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.TokenAssembler#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.TokenAssembler"></a>
+      <a id="&lt;init&gt;:TokenAssembler"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TokenAssembler</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@&lt;init&gt;():com.johnsnowlabs.nlp.TokenAssembler" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.TokenAssembler#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.TokenAssembler"></a>
+      <a id="&lt;init&gt;:TokenAssembler"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TokenAssembler</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.TokenAssembler" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.TokenAssembler#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a document and annotations and produces new annotations of this annotator's annotation type</p><div class="fullcomment"><div class="comment cmt"><p>takes a document and annotations and produces new annotations of this annotator's annotation type</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a> → <a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):TokenAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):TokenAssembler"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.TokenAssembler#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a> → <a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@logName:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.TokenAssembler#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:TokenAssembler.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.TokenAssembler.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@outputAnnotatorType:TokenAssembler.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a> → <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[TokenAssembler]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):TokenAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):TokenAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):TokenAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):TokenAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):TokenAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):TokenAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):TokenAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):TokenAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):TokenAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):TokenAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):TokenAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):TokenAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):TokenAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):TokenAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):TokenAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):TokenAssembler.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[TokenAssembler]):TokenAssembler"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.TokenAssembler#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@uid:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.TokenAssembler@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$BertEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$BertEmbeddings$.html
new file mode 100644
index 00000000000000..ca1e2e919bb053
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$BertEmbeddings$.html
@@ -0,0 +1,640 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>BertEmbeddings - com.johnsnowlabs.nlp.annotator.BertEmbeddings</title>
+          <meta name="description" content="BertEmbeddings - com.johnsnowlabs.nlp.annotator.BertEmbeddings" />
+          <meta name="keywords" content="BertEmbeddings com.johnsnowlabs.nlp.annotator.BertEmbeddings" />
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+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
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+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>BertEmbeddings</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
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+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">BertEmbeddings</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#BertEmbeddings=com.johnsnowlabs.nlp.embeddings.BertEmbeddings" class="extmbr" name="com.johnsnowlabs.nlp.annotator.BertEmbeddings">BertEmbeddings</a>] with <a href="../embeddings/PretrainedBertModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.PretrainedBertModel">PretrainedBertModel</a> with <a href="../embeddings/ReadBertTensorflowModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel">ReadBertTensorflowModel</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../embeddings/ReadBertTensorflowModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel">ReadBertTensorflowModel</a>, <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="../embeddings/PretrainedBertModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.PretrainedBertModel">PretrainedBertModel</a>, <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#BertEmbeddings=com.johnsnowlabs.nlp.embeddings.BertEmbeddings" class="extmbr" name="com.johnsnowlabs.nlp.annotator.BertEmbeddings">BertEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#BertEmbeddings=com.johnsnowlabs.nlp.embeddings.BertEmbeddings" class="extmbr" name="com.johnsnowlabs.nlp.annotator.BertEmbeddings">BertEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#BertEmbeddings=com.johnsnowlabs.nlp.embeddings.BertEmbeddings" class="extmbr" name="com.johnsnowlabs.nlp.annotator.BertEmbeddings">BertEmbeddings</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
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+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.BertEmbeddings"><span>BertEmbeddings</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel"><span>ReadBertTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.PretrainedBertModel"><span>PretrainedBertModel</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@==(x$1:Any):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((BertEmbeddings,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="package.html#BertEmbeddings=com.johnsnowlabs.nlp.embeddings.BertEmbeddings" class="extmbr" name="com.johnsnowlabs.nlp.annotator.BertEmbeddings">BertEmbeddings</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@hashCode():Int" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):BertEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
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+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel#loadFromPython" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="loadFromPython(String,SparkSession):embeddings.BertEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">loadFromPython</span><span class="params">(<span name="folder">folder: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <a href="../embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">embeddings.BertEmbeddings</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@loadFromPython(folder:String,spark:org.apache.spark.sql.SparkSession):com.johnsnowlabs.nlp.embeddings.BertEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../embeddings/ReadBertTensorflowModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel">ReadBertTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.PretrainedBertModel#pretrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.BertEmbeddings"></a>
+      <a id="pretrained(String,String,String):embeddings.BertEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;bert_uncased&quot;</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;en&quot;</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="../../../package.html">ResourceDownloader.publicLoc</a></span></span></span>)</span><span class="result">: <a href="../embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">embeddings.BertEmbeddings</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.BertEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../embeddings/PretrainedBertModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.PretrainedBertModel">PretrainedBertModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[BertEmbeddings]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#BertEmbeddings=com.johnsnowlabs.nlp.embeddings.BertEmbeddings" class="extmbr" name="com.johnsnowlabs.nlp.annotator.BertEmbeddings">BertEmbeddings</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel#readTensorflow" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflow(instance:com.johnsnowlabs.nlp.embeddings.BertEmbeddings,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="readTensorflow(embeddings.BertEmbeddings,String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflow</span><span class="params">(<span name="instance">instance: <a href="../embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">embeddings.BertEmbeddings</a></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@readTensorflow(instance:com.johnsnowlabs.nlp.embeddings.BertEmbeddings,path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../embeddings/ReadBertTensorflowModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel">ReadBertTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowModel" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a>
+      <a id="readTensorflowModel(String,SparkSession,String,Boolean,Boolean,Array[String]):TensorflowWrapper"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel#tfFile" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="tfFile:String"></a>
+      <a id="tfFile:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tfFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@tfFile:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../embeddings/ReadBertTensorflowModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel">ReadBertTensorflowModel</a> → <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$BertEmbeddings$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel">
+              <h3>Inherited from <a href="../embeddings/ReadBertTensorflowModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel">ReadBertTensorflowModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
+              <h3>Inherited from <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.PretrainedBertModel">
+              <h3>Inherited from <a href="../embeddings/PretrainedBertModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.PretrainedBertModel">PretrainedBertModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#BertEmbeddings=com.johnsnowlabs.nlp.embeddings.BertEmbeddings" class="extmbr" name="com.johnsnowlabs.nlp.annotator.BertEmbeddings">BertEmbeddings</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#BertEmbeddings=com.johnsnowlabs.nlp.embeddings.BertEmbeddings" class="extmbr" name="com.johnsnowlabs.nlp.annotator.BertEmbeddings">BertEmbeddings</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#BertEmbeddings=com.johnsnowlabs.nlp.embeddings.BertEmbeddings" class="extmbr" name="com.johnsnowlabs.nlp.annotator.BertEmbeddings">BertEmbeddings</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
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+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ChunkTokenizer - com.johnsnowlabs.nlp.annotator.ChunkTokenizer</title>
+          <meta name="description" content="ChunkTokenizer - com.johnsnowlabs.nlp.annotator.ChunkTokenizer" />
+          <meta name="keywords" content="ChunkTokenizer com.johnsnowlabs.nlp.annotator.ChunkTokenizer" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$ChunkTokenizer$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>ChunkTokenizer</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ChunkTokenizer$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ChunkTokenizer</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#ChunkTokenizer=com.johnsnowlabs.nlp.annotators.ChunkTokenizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.ChunkTokenizer">ChunkTokenizer</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#ChunkTokenizer=com.johnsnowlabs.nlp.annotators.ChunkTokenizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.ChunkTokenizer">ChunkTokenizer</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#ChunkTokenizer=com.johnsnowlabs.nlp.annotators.ChunkTokenizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.ChunkTokenizer">ChunkTokenizer</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
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+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.ChunkTokenizer"><span>ChunkTokenizer</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
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+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ChunkTokenizer$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ChunkTokenizer$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ChunkTokenizer$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ChunkTokenizer$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ChunkTokenizer$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ChunkTokenizer$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ChunkTokenizer$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ChunkTokenizer$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ChunkTokenizer$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ChunkTokenizer$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ChunkTokenizer$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):ChunkTokenizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#ChunkTokenizer=com.johnsnowlabs.nlp.annotators.ChunkTokenizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.ChunkTokenizer">ChunkTokenizer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ChunkTokenizer$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ChunkTokenizer$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ChunkTokenizer$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ChunkTokenizer$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[ChunkTokenizer]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#ChunkTokenizer=com.johnsnowlabs.nlp.annotators.ChunkTokenizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.ChunkTokenizer">ChunkTokenizer</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ChunkTokenizer$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ChunkTokenizer$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ChunkTokenizer$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ChunkTokenizer$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ChunkTokenizer$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ChunkTokenizer$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
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+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#ChunkTokenizer=com.johnsnowlabs.nlp.annotators.ChunkTokenizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.ChunkTokenizer">ChunkTokenizer</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#ChunkTokenizer=com.johnsnowlabs.nlp.annotators.ChunkTokenizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.ChunkTokenizer">ChunkTokenizer</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+
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+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$Chunker$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$Chunker$.html
new file mode 100644
index 00000000000000..8a40e360016736
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$Chunker$.html
@@ -0,0 +1,530 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Chunker - com.johnsnowlabs.nlp.annotator.Chunker</title>
+          <meta name="description" content="Chunker - com.johnsnowlabs.nlp.annotator.Chunker" />
+          <meta name="keywords" content="Chunker com.johnsnowlabs.nlp.annotator.Chunker" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$Chunker$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>Chunker</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Chunker$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Chunker</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#Chunker=com.johnsnowlabs.nlp.annotators.Chunker" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Chunker">Chunker</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#Chunker=com.johnsnowlabs.nlp.annotators.Chunker" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Chunker">Chunker</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#Chunker=com.johnsnowlabs.nlp.annotators.Chunker" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Chunker">Chunker</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
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+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
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+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
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+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Chunker$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Chunker$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Chunker$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Chunker$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Chunker$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Chunker$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Chunker$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Chunker$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Chunker$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Chunker$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Chunker$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):Chunker"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#Chunker=com.johnsnowlabs.nlp.annotators.Chunker" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Chunker">Chunker</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Chunker$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Chunker$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Chunker$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Chunker$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[Chunker]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#Chunker=com.johnsnowlabs.nlp.annotators.Chunker" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Chunker">Chunker</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Chunker$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Chunker$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Chunker$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Chunker$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Chunker$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Chunker$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#Chunker=com.johnsnowlabs.nlp.annotators.Chunker" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Chunker">Chunker</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#Chunker=com.johnsnowlabs.nlp.annotators.Chunker" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Chunker">Chunker</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$ContextSpellCheckerApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$ContextSpellCheckerApproach$.html
new file mode 100644
index 00000000000000..e96fea9f4cdcd9
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$ContextSpellCheckerApproach$.html
@@ -0,0 +1,530 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ContextSpellCheckerApproach - com.johnsnowlabs.nlp.annotator.ContextSpellCheckerApproach</title>
+          <meta name="description" content="ContextSpellCheckerApproach - com.johnsnowlabs.nlp.annotator.ContextSpellCheckerApproach" />
+          <meta name="keywords" content="ContextSpellCheckerApproach com.johnsnowlabs.nlp.annotator.ContextSpellCheckerApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerApproach$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>ContextSpellCheckerApproach</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerApproach$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ContextSpellCheckerApproach</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#ContextSpellCheckerApproach=com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#ContextSpellCheckerApproach=com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#ContextSpellCheckerApproach=com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.ContextSpellCheckerApproach"><span>ContextSpellCheckerApproach</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerApproach$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
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+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerApproach$@clone():Object" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerApproach$@finalize():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerApproach$@getClass():Class[_]" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerApproach$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerApproach$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):ContextSpellCheckerApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#ContextSpellCheckerApproach=com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerApproach$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerApproach$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerApproach$@notify():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerApproach$@notifyAll():Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[ContextSpellCheckerApproach]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#ContextSpellCheckerApproach=com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerApproach$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerApproach$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerApproach$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerApproach$@wait():Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerApproach$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerApproach$@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#ContextSpellCheckerApproach=com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#ContextSpellCheckerApproach=com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$ContextSpellCheckerModel$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$ContextSpellCheckerModel$.html
new file mode 100644
index 00000000000000..2a8f76176b2501
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$ContextSpellCheckerModel$.html
@@ -0,0 +1,623 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ContextSpellCheckerModel - com.johnsnowlabs.nlp.annotator.ContextSpellCheckerModel</title>
+          <meta name="description" content="ContextSpellCheckerModel - com.johnsnowlabs.nlp.annotator.ContextSpellCheckerModel" />
+          <meta name="keywords" content="ContextSpellCheckerModel com.johnsnowlabs.nlp.annotator.ContextSpellCheckerModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
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+      
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+         if(top === self) {
+            var url = '../../../../index.html';
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+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>ContextSpellCheckerModel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ContextSpellCheckerModel</span><span class="result"> extends <a href="../annotators/spell/context/ReadsLanguageModelGraph.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph">ReadsLanguageModelGraph</a> with <a href="../annotators/spell/context/PretrainedSpellModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.PretrainedSpellModel">PretrainedSpellModel</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../annotators/spell/context/PretrainedSpellModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.PretrainedSpellModel">PretrainedSpellModel</a>, <a href="../annotators/spell/context/ReadsLanguageModelGraph.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph">ReadsLanguageModelGraph</a>, <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="../annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">annotators.spell.context.ContextSpellCheckerModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="../annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">annotators.spell.context.ContextSpellCheckerModel</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="../annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">annotators.spell.context.ContextSpellCheckerModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+                
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+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.ContextSpellCheckerModel"><span>ContextSpellCheckerModel</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.PretrainedSpellModel"><span>PretrainedSpellModel</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph"><span>ReadsLanguageModelGraph</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
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+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@##():Int" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((annotators.spell.context.ContextSpellCheckerModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="../annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">annotators.spell.context.ContextSpellCheckerModel</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):annotators.spell.context.ContextSpellCheckerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="../annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">annotators.spell.context.ContextSpellCheckerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.PretrainedSpellModel#pretrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel"></a>
+      <a id="pretrained(String,String,String):annotators.spell.context.ContextSpellCheckerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;spellcheck_dl&quot;</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;en&quot;</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="../../../package.html">ResourceDownloader.publicLoc</a></span></span></span>)</span><span class="result">: <a href="../annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">annotators.spell.context.ContextSpellCheckerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../annotators/spell/context/PretrainedSpellModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.PretrainedSpellModel">PretrainedSpellModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[annotators.spell.context.ContextSpellCheckerModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="../annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">annotators.spell.context.ContextSpellCheckerModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph#readLanguageModelGraph" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readLanguageModelGraph(instance:com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="readLanguageModelGraph(annotators.spell.context.ContextSpellCheckerModel,String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readLanguageModelGraph</span><span class="params">(<span name="instance">instance: <a href="../annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">annotators.spell.context.ContextSpellCheckerModel</a></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@readLanguageModelGraph(instance:com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel,path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../annotators/spell/context/ReadsLanguageModelGraph.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph">ReadsLanguageModelGraph</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowModel" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a>
+      <a id="readTensorflowModel(String,SparkSession,String,Boolean,Boolean,Array[String]):TensorflowWrapper"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph#tfFile" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="tfFile:String"></a>
+      <a id="tfFile:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tfFile</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@tfFile:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../annotators/spell/context/ReadsLanguageModelGraph.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph">ReadsLanguageModelGraph</a> → <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ContextSpellCheckerModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.context.PretrainedSpellModel">
+              <h3>Inherited from <a href="../annotators/spell/context/PretrainedSpellModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.PretrainedSpellModel">PretrainedSpellModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph">
+              <h3>Inherited from <a href="../annotators/spell/context/ReadsLanguageModelGraph.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph">ReadsLanguageModelGraph</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
+              <h3>Inherited from <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="../annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">annotators.spell.context.ContextSpellCheckerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="../annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">annotators.spell.context.ContextSpellCheckerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="../annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">annotators.spell.context.ContextSpellCheckerModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$DateMatcher$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$DateMatcher$.html
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index 00000000000000..928c1cd48d5f58
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+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$DateMatcher$.html
@@ -0,0 +1,530 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DateMatcher - com.johnsnowlabs.nlp.annotator.DateMatcher</title>
+          <meta name="description" content="DateMatcher - com.johnsnowlabs.nlp.annotator.DateMatcher" />
+          <meta name="keywords" content="DateMatcher com.johnsnowlabs.nlp.annotator.DateMatcher" />
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+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>DateMatcher</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DateMatcher$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DateMatcher</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#DateMatcher=com.johnsnowlabs.nlp.annotators.DateMatcher" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DateMatcher">DateMatcher</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#DateMatcher=com.johnsnowlabs.nlp.annotators.DateMatcher" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DateMatcher">DateMatcher</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#DateMatcher=com.johnsnowlabs.nlp.annotators.DateMatcher" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DateMatcher">DateMatcher</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.DateMatcher"><span>DateMatcher</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
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+              <li class="showall in"><span>Show All</span></li>
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+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
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+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DateMatcher$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DateMatcher$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DateMatcher$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DateMatcher$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DateMatcher$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DateMatcher$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DateMatcher$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DateMatcher$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DateMatcher$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DateMatcher$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DateMatcher$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):DateMatcher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#DateMatcher=com.johnsnowlabs.nlp.annotators.DateMatcher" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DateMatcher">DateMatcher</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DateMatcher$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DateMatcher$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DateMatcher$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DateMatcher$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[DateMatcher]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#DateMatcher=com.johnsnowlabs.nlp.annotators.DateMatcher" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DateMatcher">DateMatcher</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DateMatcher$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DateMatcher$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DateMatcher$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DateMatcher$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DateMatcher$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
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+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DateMatcher$@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#DateMatcher=com.johnsnowlabs.nlp.annotators.DateMatcher" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DateMatcher">DateMatcher</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#DateMatcher=com.johnsnowlabs.nlp.annotators.DateMatcher" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DateMatcher">DateMatcher</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
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+
+      <div id="tooltip"></div>
+
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+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$DeepSentenceDetector$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$DeepSentenceDetector$.html
new file mode 100644
index 00000000000000..c531c524b9d4d2
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$DeepSentenceDetector$.html
@@ -0,0 +1,530 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DeepSentenceDetector - com.johnsnowlabs.nlp.annotator.DeepSentenceDetector</title>
+          <meta name="description" content="DeepSentenceDetector - com.johnsnowlabs.nlp.annotator.DeepSentenceDetector" />
+          <meta name="keywords" content="DeepSentenceDetector com.johnsnowlabs.nlp.annotator.DeepSentenceDetector" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$DeepSentenceDetector$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>DeepSentenceDetector</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DeepSentenceDetector$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DeepSentenceDetector</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#DeepSentenceDetector=com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DeepSentenceDetector">DeepSentenceDetector</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#DeepSentenceDetector=com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DeepSentenceDetector">DeepSentenceDetector</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#DeepSentenceDetector=com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DeepSentenceDetector">DeepSentenceDetector</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.DeepSentenceDetector"><span>DeepSentenceDetector</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DeepSentenceDetector$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DeepSentenceDetector$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DeepSentenceDetector$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DeepSentenceDetector$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DeepSentenceDetector$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DeepSentenceDetector$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DeepSentenceDetector$@finalize():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DeepSentenceDetector$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):DeepSentenceDetector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#DeepSentenceDetector=com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DeepSentenceDetector">DeepSentenceDetector</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DeepSentenceDetector$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DeepSentenceDetector$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DeepSentenceDetector$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DeepSentenceDetector$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[DeepSentenceDetector]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#DeepSentenceDetector=com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DeepSentenceDetector">DeepSentenceDetector</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DeepSentenceDetector$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DeepSentenceDetector$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DeepSentenceDetector$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DeepSentenceDetector$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DeepSentenceDetector$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DeepSentenceDetector$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#DeepSentenceDetector=com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DeepSentenceDetector">DeepSentenceDetector</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#DeepSentenceDetector=com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DeepSentenceDetector">DeepSentenceDetector</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
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+
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+      <div id="footer">  </div>
+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$DependencyParserApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$DependencyParserApproach$.html
new file mode 100644
index 00000000000000..08be76580a4ffb
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$DependencyParserApproach$.html
@@ -0,0 +1,530 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DependencyParserApproach - com.johnsnowlabs.nlp.annotator.DependencyParserApproach</title>
+          <meta name="description" content="DependencyParserApproach - com.johnsnowlabs.nlp.annotator.DependencyParserApproach" />
+          <meta name="keywords" content="DependencyParserApproach com.johnsnowlabs.nlp.annotator.DependencyParserApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
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+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$DependencyParserApproach$';
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+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>DependencyParserApproach</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserApproach$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DependencyParserApproach</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#DependencyParserApproach=com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DependencyParserApproach">DependencyParserApproach</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#DependencyParserApproach=com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DependencyParserApproach">DependencyParserApproach</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#DependencyParserApproach=com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DependencyParserApproach">DependencyParserApproach</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.DependencyParserApproach"><span>DependencyParserApproach</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="modifier">final </span>
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+      <a id="asInstanceOf[T0]:T0"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserApproach$@hashCode():Int" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):DependencyParserApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#DependencyParserApproach=com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DependencyParserApproach">DependencyParserApproach</a></span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserApproach$@load(path:String):T" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[DependencyParserApproach]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#DependencyParserApproach=com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DependencyParserApproach">DependencyParserApproach</a>]</span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserApproach$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserApproach$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserApproach$@toString():String" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserApproach$@wait():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserApproach$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserApproach$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#DependencyParserApproach=com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DependencyParserApproach">DependencyParserApproach</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#DependencyParserApproach=com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DependencyParserApproach">DependencyParserApproach</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$DependencyParserModel$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$DependencyParserModel$.html
new file mode 100644
index 00000000000000..4de8e2b77f272c
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$DependencyParserModel$.html
@@ -0,0 +1,568 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DependencyParserModel - com.johnsnowlabs.nlp.annotator.DependencyParserModel</title>
+          <meta name="description" content="DependencyParserModel - com.johnsnowlabs.nlp.annotator.DependencyParserModel" />
+          <meta name="keywords" content="DependencyParserModel com.johnsnowlabs.nlp.annotator.DependencyParserModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
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+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>DependencyParserModel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DependencyParserModel</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#DependencyParserModel=com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DependencyParserModel">DependencyParserModel</a>] with <a href="../annotators/parser/dep/PretrainedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.PretrainedDependencyParserModel">PretrainedDependencyParserModel</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../annotators/parser/dep/PretrainedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.PretrainedDependencyParserModel">PretrainedDependencyParserModel</a>, <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#DependencyParserModel=com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DependencyParserModel">DependencyParserModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#DependencyParserModel=com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DependencyParserModel">DependencyParserModel</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#DependencyParserModel=com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DependencyParserModel">DependencyParserModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.DependencyParserModel"><span>DependencyParserModel</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.parser.dep.PretrainedDependencyParserModel"><span>PretrainedDependencyParserModel</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((DependencyParserModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="package.html#DependencyParserModel=com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DependencyParserModel">DependencyParserModel</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):DependencyParserModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#DependencyParserModel=com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DependencyParserModel">DependencyParserModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.PretrainedDependencyParserModel#pretrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel"></a>
+      <a id="pretrained(String,String,String):annotators.parser.dep.DependencyParserModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;dependency_conllu&quot;</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;en&quot;</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="../../../package.html">ResourceDownloader.publicLoc</a></span></span></span>)</span><span class="result">: <a href="../annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">annotators.parser.dep.DependencyParserModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$@pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../annotators/parser/dep/PretrainedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.PretrainedDependencyParserModel">PretrainedDependencyParserModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[DependencyParserModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#DependencyParserModel=com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DependencyParserModel">DependencyParserModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$DependencyParserModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.parser.dep.PretrainedDependencyParserModel">
+              <h3>Inherited from <a href="../annotators/parser/dep/PretrainedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.PretrainedDependencyParserModel">PretrainedDependencyParserModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#DependencyParserModel=com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DependencyParserModel">DependencyParserModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#DependencyParserModel=com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DependencyParserModel">DependencyParserModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#DependencyParserModel=com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.DependencyParserModel">DependencyParserModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$Lemmatizer$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$Lemmatizer$.html
new file mode 100644
index 00000000000000..180320d020e306
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$Lemmatizer$.html
@@ -0,0 +1,530 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Lemmatizer - com.johnsnowlabs.nlp.annotator.Lemmatizer</title>
+          <meta name="description" content="Lemmatizer - com.johnsnowlabs.nlp.annotator.Lemmatizer" />
+          <meta name="keywords" content="Lemmatizer com.johnsnowlabs.nlp.annotator.Lemmatizer" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$Lemmatizer$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>Lemmatizer</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Lemmatizer$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Lemmatizer</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#Lemmatizer=com.johnsnowlabs.nlp.annotators.Lemmatizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Lemmatizer">Lemmatizer</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#Lemmatizer=com.johnsnowlabs.nlp.annotators.Lemmatizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Lemmatizer">Lemmatizer</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#Lemmatizer=com.johnsnowlabs.nlp.annotators.Lemmatizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Lemmatizer">Lemmatizer</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.Lemmatizer"><span>Lemmatizer</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
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+        <span class="modifier">final </span>
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+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Lemmatizer$@getClass():Class[_]" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Lemmatizer$@hashCode():Int" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):Lemmatizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#Lemmatizer=com.johnsnowlabs.nlp.annotators.Lemmatizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Lemmatizer">Lemmatizer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Lemmatizer$@load(path:String):T" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Lemmatizer$@notify():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[Lemmatizer]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#Lemmatizer=com.johnsnowlabs.nlp.annotators.Lemmatizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Lemmatizer">Lemmatizer</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Lemmatizer$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Lemmatizer$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Lemmatizer$@toString():String" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Lemmatizer$@wait():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Lemmatizer$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Lemmatizer$@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
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+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#Lemmatizer=com.johnsnowlabs.nlp.annotators.Lemmatizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Lemmatizer">Lemmatizer</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#Lemmatizer=com.johnsnowlabs.nlp.annotators.Lemmatizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Lemmatizer">Lemmatizer</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
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+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$LemmatizerModel$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$LemmatizerModel$.html
new file mode 100644
index 00000000000000..6618aad8d7b729
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$LemmatizerModel$.html
@@ -0,0 +1,568 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>LemmatizerModel - com.johnsnowlabs.nlp.annotator.LemmatizerModel</title>
+          <meta name="description" content="LemmatizerModel - com.johnsnowlabs.nlp.annotator.LemmatizerModel" />
+          <meta name="keywords" content="LemmatizerModel com.johnsnowlabs.nlp.annotator.LemmatizerModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+            var anchor_opt = '';
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+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>LemmatizerModel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$LemmatizerModel$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">LemmatizerModel</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#LemmatizerModel=com.johnsnowlabs.nlp.annotators.LemmatizerModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.LemmatizerModel">LemmatizerModel</a>] with <a href="../annotators/PretrainedLemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.PretrainedLemmatizer">PretrainedLemmatizer</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../annotators/PretrainedLemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.PretrainedLemmatizer">PretrainedLemmatizer</a>, <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#LemmatizerModel=com.johnsnowlabs.nlp.annotators.LemmatizerModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.LemmatizerModel">LemmatizerModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#LemmatizerModel=com.johnsnowlabs.nlp.annotators.LemmatizerModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.LemmatizerModel">LemmatizerModel</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#LemmatizerModel=com.johnsnowlabs.nlp.annotators.LemmatizerModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.LemmatizerModel">LemmatizerModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
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+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.LemmatizerModel"><span>LemmatizerModel</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.PretrainedLemmatizer"><span>PretrainedLemmatizer</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$LemmatizerModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((LemmatizerModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="package.html#LemmatizerModel=com.johnsnowlabs.nlp.annotators.LemmatizerModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.LemmatizerModel">LemmatizerModel</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$LemmatizerModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$LemmatizerModel$@clone():Object" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$LemmatizerModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$LemmatizerModel$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$LemmatizerModel$@finalize():Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$LemmatizerModel$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$LemmatizerModel$@hashCode():Int" title="Permalink" target="_top">
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$LemmatizerModel$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#LemmatizerModel=com.johnsnowlabs.nlp.annotators.LemmatizerModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.LemmatizerModel">LemmatizerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$LemmatizerModel$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$LemmatizerModel$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$LemmatizerModel$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$LemmatizerModel$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.PretrainedLemmatizer#pretrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.LemmatizerModel"></a>
+      <a id="pretrained(String,String,String):annotators.LemmatizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;lemma_antbnc&quot;</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;en&quot;</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="../../../package.html">ResourceDownloader.publicLoc</a></span></span></span>)</span><span class="result">: <a href="../annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">annotators.LemmatizerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$LemmatizerModel$@pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.LemmatizerModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../annotators/PretrainedLemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.PretrainedLemmatizer">PretrainedLemmatizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[LemmatizerModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#LemmatizerModel=com.johnsnowlabs.nlp.annotators.LemmatizerModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.LemmatizerModel">LemmatizerModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$LemmatizerModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$LemmatizerModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$LemmatizerModel$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$LemmatizerModel$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$LemmatizerModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$LemmatizerModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.PretrainedLemmatizer">
+              <h3>Inherited from <a href="../annotators/PretrainedLemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.PretrainedLemmatizer">PretrainedLemmatizer</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#LemmatizerModel=com.johnsnowlabs.nlp.annotators.LemmatizerModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.LemmatizerModel">LemmatizerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#LemmatizerModel=com.johnsnowlabs.nlp.annotators.LemmatizerModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.LemmatizerModel">LemmatizerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#LemmatizerModel=com.johnsnowlabs.nlp.annotators.LemmatizerModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.LemmatizerModel">LemmatizerModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$NerConverter$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$NerConverter$.html
new file mode 100644
index 00000000000000..84db12cd8107f2
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$NerConverter$.html
@@ -0,0 +1,549 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NerConverter - com.johnsnowlabs.nlp.annotator.NerConverter</title>
+          <meta name="description" content="NerConverter - com.johnsnowlabs.nlp.annotator.NerConverter" />
+          <meta name="keywords" content="NerConverter com.johnsnowlabs.nlp.annotator.NerConverter" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$NerConverter$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>NerConverter</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerConverter$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerConverter</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#NerConverter=com.johnsnowlabs.nlp.annotators.ner.NerConverter" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerConverter">NerConverter</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#NerConverter=com.johnsnowlabs.nlp.annotators.ner.NerConverter" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerConverter">NerConverter</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#NerConverter=com.johnsnowlabs.nlp.annotators.ner.NerConverter" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerConverter">NerConverter</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#NerConverter=com.johnsnowlabs.nlp.annotators.ner.NerConverter" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerConverter">NerConverter</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.NerConverter"><span>NerConverter</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
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+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((NerConverter,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="package.html#NerConverter=com.johnsnowlabs.nlp.annotators.ner.NerConverter" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerConverter">NerConverter</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerConverter$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerConverter$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerConverter$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerConverter$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerConverter$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerConverter$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerConverter$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerConverter$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerConverter$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):NerConverter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#NerConverter=com.johnsnowlabs.nlp.annotators.ner.NerConverter" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerConverter">NerConverter</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerConverter$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerConverter$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerConverter$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerConverter$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[NerConverter]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#NerConverter=com.johnsnowlabs.nlp.annotators.ner.NerConverter" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerConverter">NerConverter</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerConverter$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerConverter$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerConverter$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerConverter$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerConverter$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
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+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
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+    </span>)</span>
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+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#NerConverter=com.johnsnowlabs.nlp.annotators.ner.NerConverter" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerConverter">NerConverter</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#NerConverter=com.johnsnowlabs.nlp.annotators.ner.NerConverter" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerConverter">NerConverter</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#NerConverter=com.johnsnowlabs.nlp.annotators.ner.NerConverter" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerConverter">NerConverter</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$NerCrfApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$NerCrfApproach$.html
new file mode 100644
index 00000000000000..b16ba7890960fb
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$NerCrfApproach$.html
@@ -0,0 +1,530 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NerCrfApproach - com.johnsnowlabs.nlp.annotator.NerCrfApproach</title>
+          <meta name="description" content="NerCrfApproach - com.johnsnowlabs.nlp.annotator.NerCrfApproach" />
+          <meta name="keywords" content="NerCrfApproach com.johnsnowlabs.nlp.annotator.NerCrfApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
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+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$NerCrfApproach$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>NerCrfApproach</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfApproach$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerCrfApproach</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#NerCrfApproach=com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerCrfApproach">NerCrfApproach</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#NerCrfApproach=com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerCrfApproach">NerCrfApproach</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#NerCrfApproach=com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerCrfApproach">NerCrfApproach</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.NerCrfApproach"><span>NerCrfApproach</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+              </div><div id="ancestors">
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+
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+        <div id="values" class="values members">
+              <h3>Value Members</h3>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfApproach$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+    </span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfApproach$@clone():Object" title="Permalink" target="_top">
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+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfApproach$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfApproach$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfApproach$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfApproach$@hashCode():Int" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfApproach$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):NerCrfApproach"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#NerCrfApproach=com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerCrfApproach">NerCrfApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfApproach$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfApproach$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfApproach$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfApproach$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[NerCrfApproach]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#NerCrfApproach=com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerCrfApproach">NerCrfApproach</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfApproach$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfApproach$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfApproach$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfApproach$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfApproach$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfApproach$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#NerCrfApproach=com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerCrfApproach">NerCrfApproach</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#NerCrfApproach=com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerCrfApproach">NerCrfApproach</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$NerCrfModel$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$NerCrfModel$.html
new file mode 100644
index 00000000000000..d61e68d88752a1
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$NerCrfModel$.html
@@ -0,0 +1,568 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NerCrfModel - com.johnsnowlabs.nlp.annotator.NerCrfModel</title>
+          <meta name="description" content="NerCrfModel - com.johnsnowlabs.nlp.annotator.NerCrfModel" />
+          <meta name="keywords" content="NerCrfModel com.johnsnowlabs.nlp.annotator.NerCrfModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
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+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$NerCrfModel$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>NerCrfModel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfModel$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerCrfModel</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#NerCrfModel=com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerCrfModel">NerCrfModel</a>] with <a href="../annotators/ner/crf/PretrainedNerCrf.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.PretrainedNerCrf">PretrainedNerCrf</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../annotators/ner/crf/PretrainedNerCrf.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.PretrainedNerCrf">PretrainedNerCrf</a>, <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#NerCrfModel=com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerCrfModel">NerCrfModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#NerCrfModel=com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerCrfModel">NerCrfModel</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#NerCrfModel=com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerCrfModel">NerCrfModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.NerCrfModel"><span>NerCrfModel</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.ner.crf.PretrainedNerCrf"><span>PretrainedNerCrf</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
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+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((NerCrfModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="package.html#NerCrfModel=com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerCrfModel">NerCrfModel</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfModel$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfModel$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfModel$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfModel$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfModel$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfModel$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfModel$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):NerCrfModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#NerCrfModel=com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerCrfModel">NerCrfModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfModel$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfModel$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfModel$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfModel$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.PretrainedNerCrf#pretrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel"></a>
+      <a id="pretrained(String,String,String):annotators.ner.crf.NerCrfModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;ner_crf&quot;</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;en&quot;</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="../../../package.html">ResourceDownloader.publicLoc</a></span></span></span>)</span><span class="result">: <a href="../annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">annotators.ner.crf.NerCrfModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfModel$@pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../annotators/ner/crf/PretrainedNerCrf.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.PretrainedNerCrf">PretrainedNerCrf</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[NerCrfModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#NerCrfModel=com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerCrfModel">NerCrfModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfModel$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfModel$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerCrfModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
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+      </span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.ner.crf.PretrainedNerCrf">
+              <h3>Inherited from <a href="../annotators/ner/crf/PretrainedNerCrf.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.PretrainedNerCrf">PretrainedNerCrf</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#NerCrfModel=com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerCrfModel">NerCrfModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#NerCrfModel=com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerCrfModel">NerCrfModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#NerCrfModel=com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerCrfModel">NerCrfModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
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+
+      <div id="tooltip"></div>
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+      <div id="footer">  </div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$NerDLApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$NerDLApproach$.html
new file mode 100644
index 00000000000000..04c26d46e7daab
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$NerDLApproach$.html
@@ -0,0 +1,549 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NerDLApproach - com.johnsnowlabs.nlp.annotator.NerDLApproach</title>
+          <meta name="description" content="NerDLApproach - com.johnsnowlabs.nlp.annotator.NerDLApproach" />
+          <meta name="keywords" content="NerDLApproach com.johnsnowlabs.nlp.annotator.NerDLApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
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+      
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+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$NerDLApproach$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>NerDLApproach</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLApproach$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerDLApproach</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#NerDLApproach=com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerDLApproach">NerDLApproach</a>] with <a href="../annotators/ner/dl/WithGraphResolver.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver">WithGraphResolver</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../annotators/ner/dl/WithGraphResolver.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver">WithGraphResolver</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#NerDLApproach=com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerDLApproach">NerDLApproach</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#NerDLApproach=com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerDLApproach">NerDLApproach</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+              <ol>
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+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.NerDLApproach"><span>NerDLApproach</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver"><span>WithGraphResolver</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
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+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
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+        <div id="allMembers">
+        
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+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="!=(Any):Boolean"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLApproach$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
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+      </span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLApproach$@==(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      <h4 class="signature">
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+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLApproach$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLApproach$@clone():Object" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLApproach$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLApproach$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLApproach$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLApproach$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLApproach$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLApproach$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):NerDLApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#NerDLApproach=com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerDLApproach">NerDLApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLApproach$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLApproach$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLApproach$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLApproach$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[NerDLApproach]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#NerDLApproach=com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerDLApproach">NerDLApproach</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLApproach$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver#searchForSuitableGraph" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="searchForSuitableGraph(tags:Int,embeddingsNDims:Int,nChars:Int,localGraphPath:Option[String],loadContrib:Boolean):String"></a>
+      <a id="searchForSuitableGraph(Int,Int,Int,Option[String],Boolean):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">searchForSuitableGraph</span><span class="params">(<span name="tags">tags: <span class="extype" name="scala.Int">Int</span></span>, <span name="embeddingsNDims">embeddingsNDims: <span class="extype" name="scala.Int">Int</span></span>, <span name="nChars">nChars: <span class="extype" name="scala.Int">Int</span></span>, <span name="localGraphPath">localGraphPath: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">None</span></span>, <span name="loadContrib">loadContrib: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLApproach$@searchForSuitableGraph(tags:Int,embeddingsNDims:Int,nChars:Int,localGraphPath:Option[String],loadContrib:Boolean):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../annotators/ner/dl/WithGraphResolver.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver">WithGraphResolver</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLApproach$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLApproach$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLApproach$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLApproach$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLApproach$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver">
+              <h3>Inherited from <a href="../annotators/ner/dl/WithGraphResolver.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver">WithGraphResolver</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#NerDLApproach=com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerDLApproach">NerDLApproach</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#NerDLApproach=com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerDLApproach">NerDLApproach</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$NerDLModel$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$NerDLModel$.html
new file mode 100644
index 00000000000000..85661ace271aec
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$NerDLModel$.html
@@ -0,0 +1,623 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NerDLModel - com.johnsnowlabs.nlp.annotator.NerDLModel</title>
+          <meta name="description" content="NerDLModel - com.johnsnowlabs.nlp.annotator.NerDLModel" />
+          <meta name="keywords" content="NerDLModel com.johnsnowlabs.nlp.annotator.NerDLModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$NerDLModel$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>NerDLModel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLModel$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerDLModel</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#NerDLModel=com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerDLModel">NerDLModel</a>] with <a href="../annotators/ner/dl/ReadsNERGraph.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph">ReadsNERGraph</a> with <a href="../annotators/ner/dl/PretrainedNerDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.PretrainedNerDL">PretrainedNerDL</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../annotators/ner/dl/PretrainedNerDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.PretrainedNerDL">PretrainedNerDL</a>, <a href="../annotators/ner/dl/ReadsNERGraph.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph">ReadsNERGraph</a>, <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#NerDLModel=com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerDLModel">NerDLModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#NerDLModel=com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerDLModel">NerDLModel</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#NerDLModel=com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerDLModel">NerDLModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
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+        <span class="modifier">final </span>
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+      </span>
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+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((NerDLModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLModel$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLModel$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLModel$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLModel$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLModel$@hashCode():Int" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLModel$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):NerDLModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#NerDLModel=com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerDLModel">NerDLModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLModel$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLModel$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLModel$@notify():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLModel$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.PretrainedNerDL#pretrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel"></a>
+      <a id="pretrained(String,String,String):annotators.ner.dl.NerDLModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLModel$@pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../annotators/ner/dl/PretrainedNerDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.PretrainedNerDL">PretrainedNerDL</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[NerDLModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph#readNerGraph" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readNerGraph(instance:com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="readNerGraph(annotators.ner.dl.NerDLModel,String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readNerGraph</span><span class="params">(<span name="instance">instance: <a href="../annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">annotators.ner.dl.NerDLModel</a></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLModel$@readNerGraph(instance:com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel,path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../annotators/ner/dl/ReadsNERGraph.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph">ReadsNERGraph</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowModel" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a>
+      <a id="readTensorflowModel(String,SparkSession,String,Boolean,Boolean,Array[String]):TensorflowWrapper"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLModel$@readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph#tfFile" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="tfFile:String"></a>
+      <a id="tfFile:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tfFile</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLModel$@tfFile:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../annotators/ner/dl/ReadsNERGraph.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph">ReadsNERGraph</a> → <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLModel$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLModel$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NerDLModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.ner.dl.PretrainedNerDL">
+              <h3>Inherited from <a href="../annotators/ner/dl/PretrainedNerDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.PretrainedNerDL">PretrainedNerDL</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph">
+              <h3>Inherited from <a href="../annotators/ner/dl/ReadsNERGraph.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph">ReadsNERGraph</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
+              <h3>Inherited from <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#NerDLModel=com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerDLModel">NerDLModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#NerDLModel=com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerDLModel">NerDLModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#NerDLModel=com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NerDLModel">NerDLModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$Normalizer$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$Normalizer$.html
new file mode 100644
index 00000000000000..a5bfd145b29f6e
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$Normalizer$.html
@@ -0,0 +1,530 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Normalizer - com.johnsnowlabs.nlp.annotator.Normalizer</title>
+          <meta name="description" content="Normalizer - com.johnsnowlabs.nlp.annotator.Normalizer" />
+          <meta name="keywords" content="Normalizer com.johnsnowlabs.nlp.annotator.Normalizer" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$Normalizer$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>Normalizer</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Normalizer$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Normalizer</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#Normalizer=com.johnsnowlabs.nlp.annotators.Normalizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Normalizer">Normalizer</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#Normalizer=com.johnsnowlabs.nlp.annotators.Normalizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Normalizer">Normalizer</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#Normalizer=com.johnsnowlabs.nlp.annotators.Normalizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Normalizer">Normalizer</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.Normalizer"><span>Normalizer</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
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+              <li class="showall in"><span>Show All</span></li>
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+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Normalizer$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+      <a id="clone():Object"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Normalizer$@hashCode():Int" title="Permalink" target="_top">
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):Normalizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#Normalizer=com.johnsnowlabs.nlp.annotators.Normalizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Normalizer">Normalizer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Normalizer$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Normalizer$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Normalizer$@notify():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[Normalizer]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#Normalizer=com.johnsnowlabs.nlp.annotators.Normalizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Normalizer">Normalizer</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Normalizer$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Normalizer$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Normalizer$@toString():String" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Normalizer$@wait():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Normalizer$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Normalizer$@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#Normalizer=com.johnsnowlabs.nlp.annotators.Normalizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Normalizer">Normalizer</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#Normalizer=com.johnsnowlabs.nlp.annotators.Normalizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Normalizer">Normalizer</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$NormalizerModel$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$NormalizerModel$.html
new file mode 100644
index 00000000000000..4bf825b5108064
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$NormalizerModel$.html
@@ -0,0 +1,549 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NormalizerModel - com.johnsnowlabs.nlp.annotator.NormalizerModel</title>
+          <meta name="description" content="NormalizerModel - com.johnsnowlabs.nlp.annotator.NormalizerModel" />
+          <meta name="keywords" content="NormalizerModel com.johnsnowlabs.nlp.annotator.NormalizerModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+         if(top === self) {
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+            var anchor = window.location.hash;
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+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>NormalizerModel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NormalizerModel$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NormalizerModel</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#NormalizerModel=com.johnsnowlabs.nlp.annotators.NormalizerModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NormalizerModel">NormalizerModel</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#NormalizerModel=com.johnsnowlabs.nlp.annotators.NormalizerModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NormalizerModel">NormalizerModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#NormalizerModel=com.johnsnowlabs.nlp.annotators.NormalizerModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NormalizerModel">NormalizerModel</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#NormalizerModel=com.johnsnowlabs.nlp.annotators.NormalizerModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NormalizerModel">NormalizerModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.NormalizerModel"><span>NormalizerModel</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
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+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
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+        
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+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NormalizerModel$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NormalizerModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((NormalizerModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="package.html#NormalizerModel=com.johnsnowlabs.nlp.annotators.NormalizerModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NormalizerModel">NormalizerModel</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NormalizerModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NormalizerModel$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NormalizerModel$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NormalizerModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NormalizerModel$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NormalizerModel$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NormalizerModel$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NormalizerModel$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NormalizerModel$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):NormalizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#NormalizerModel=com.johnsnowlabs.nlp.annotators.NormalizerModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NormalizerModel">NormalizerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NormalizerModel$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NormalizerModel$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
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+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[NormalizerModel]"></a>
+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NormalizerModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
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+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NormalizerModel$@wait():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NormalizerModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
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+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NormalizerModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#NormalizerModel=com.johnsnowlabs.nlp.annotators.NormalizerModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NormalizerModel">NormalizerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#NormalizerModel=com.johnsnowlabs.nlp.annotators.NormalizerModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NormalizerModel">NormalizerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#NormalizerModel=com.johnsnowlabs.nlp.annotators.NormalizerModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NormalizerModel">NormalizerModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$NorvigSweetingApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$NorvigSweetingApproach$.html
new file mode 100644
index 00000000000000..3b434b138d449f
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$NorvigSweetingApproach$.html
@@ -0,0 +1,530 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NorvigSweetingApproach - com.johnsnowlabs.nlp.annotator.NorvigSweetingApproach</title>
+          <meta name="description" content="NorvigSweetingApproach - com.johnsnowlabs.nlp.annotator.NorvigSweetingApproach" />
+          <meta name="keywords" content="NorvigSweetingApproach com.johnsnowlabs.nlp.annotator.NorvigSweetingApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
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+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
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+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingApproach$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>NorvigSweetingApproach</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingApproach$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NorvigSweetingApproach</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#NorvigSweetingApproach=com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NorvigSweetingApproach">NorvigSweetingApproach</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#NorvigSweetingApproach=com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NorvigSweetingApproach">NorvigSweetingApproach</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#NorvigSweetingApproach=com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NorvigSweetingApproach">NorvigSweetingApproach</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
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+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.NorvigSweetingApproach"><span>NorvigSweetingApproach</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+      <a id="asInstanceOf[T0]:T0"></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <a id="eq(AnyRef):Boolean"></a>
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+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingApproach$@load(path:String):T" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
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+      <a id="ne(AnyRef):Boolean"></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingApproach$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
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+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingApproach$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
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+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
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+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </span>
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+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#NorvigSweetingApproach=com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NorvigSweetingApproach">NorvigSweetingApproach</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#NorvigSweetingApproach=com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NorvigSweetingApproach">NorvigSweetingApproach</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$NorvigSweetingModel$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$NorvigSweetingModel$.html
new file mode 100644
index 00000000000000..10bbbfef185541
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$NorvigSweetingModel$.html
@@ -0,0 +1,568 @@
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+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>NorvigSweetingModel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingModel$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NorvigSweetingModel</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#NorvigSweetingModel=com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NorvigSweetingModel">NorvigSweetingModel</a>] with <a href="../annotators/spell/norvig/PretrainedNorvigSweeting.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.PretrainedNorvigSweeting">PretrainedNorvigSweeting</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../annotators/spell/norvig/PretrainedNorvigSweeting.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.PretrainedNorvigSweeting">PretrainedNorvigSweeting</a>, <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#NorvigSweetingModel=com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NorvigSweetingModel">NorvigSweetingModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#NorvigSweetingModel=com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NorvigSweetingModel">NorvigSweetingModel</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#NorvigSweetingModel=com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NorvigSweetingModel">NorvigSweetingModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
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+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.NorvigSweetingModel"><span>NorvigSweetingModel</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.norvig.PretrainedNorvigSweeting"><span>PretrainedNorvigSweeting</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
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+              <h3>Value Members</h3>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((NorvigSweetingModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="package.html#NorvigSweetingModel=com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NorvigSweetingModel">NorvigSweetingModel</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingModel$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingModel$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingModel$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingModel$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingModel$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingModel$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingModel$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):NorvigSweetingModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#NorvigSweetingModel=com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NorvigSweetingModel">NorvigSweetingModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingModel$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingModel$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingModel$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingModel$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.PretrainedNorvigSweeting#pretrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="pretrained(String,String,String):annotators.spell.norvig.NorvigSweetingModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingModel$@pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../annotators/spell/norvig/PretrainedNorvigSweeting.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.PretrainedNorvigSweeting">PretrainedNorvigSweeting</a></dd></dl></div>
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+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[NorvigSweetingModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#NorvigSweetingModel=com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NorvigSweetingModel">NorvigSweetingModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingModel$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingModel$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$NorvigSweetingModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.norvig.PretrainedNorvigSweeting">
+              <h3>Inherited from <a href="../annotators/spell/norvig/PretrainedNorvigSweeting.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.PretrainedNorvigSweeting">PretrainedNorvigSweeting</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#NorvigSweetingModel=com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NorvigSweetingModel">NorvigSweetingModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#NorvigSweetingModel=com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NorvigSweetingModel">NorvigSweetingModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#NorvigSweetingModel=com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.NorvigSweetingModel">NorvigSweetingModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
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+
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+
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$PerceptronApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$PerceptronApproach$.html
new file mode 100644
index 00000000000000..fde72066617023
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$PerceptronApproach$.html
@@ -0,0 +1,530 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PerceptronApproach - com.johnsnowlabs.nlp.annotator.PerceptronApproach</title>
+          <meta name="description" content="PerceptronApproach - com.johnsnowlabs.nlp.annotator.PerceptronApproach" />
+          <meta name="keywords" content="PerceptronApproach com.johnsnowlabs.nlp.annotator.PerceptronApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$PerceptronApproach$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>PerceptronApproach</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$PerceptronApproach$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PerceptronApproach</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#PerceptronApproach=com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.PerceptronApproach">PerceptronApproach</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#PerceptronApproach=com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.PerceptronApproach">PerceptronApproach</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#PerceptronApproach=com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.PerceptronApproach">PerceptronApproach</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
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+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.PerceptronApproach"><span>PerceptronApproach</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      </span>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
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+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </span>
+      </h4><span class="permalink">
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+    </span>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):PerceptronApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#PerceptronApproach=com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.PerceptronApproach">PerceptronApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$PerceptronApproach$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$PerceptronApproach$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$PerceptronApproach$@notifyAll():Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[PerceptronApproach]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#PerceptronApproach=com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.PerceptronApproach">PerceptronApproach</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$PerceptronApproach$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$PerceptronApproach$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$PerceptronApproach$@toString():String" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$PerceptronApproach$@wait():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$PerceptronApproach$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$PerceptronApproach$@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
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+    </li></ol>
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+        
+
+        
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+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#PerceptronApproach=com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.PerceptronApproach">PerceptronApproach</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#PerceptronApproach=com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.PerceptronApproach">PerceptronApproach</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$PerceptronApproachDistributed$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$PerceptronApproachDistributed$.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$PerceptronApproachDistributed$.html
@@ -0,0 +1,530 @@
+<!DOCTYPE html >
+<html>
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+          <title>PerceptronApproachDistributed - com.johnsnowlabs.nlp.annotator.PerceptronApproachDistributed</title>
+          <meta name="description" content="PerceptronApproachDistributed - com.johnsnowlabs.nlp.annotator.PerceptronApproachDistributed" />
+          <meta name="keywords" content="PerceptronApproachDistributed com.johnsnowlabs.nlp.annotator.PerceptronApproachDistributed" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
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+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
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+                <span class="name">@throws</span><span class="args">(<span>
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+    </span>)</span>
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+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </span>
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+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#PerceptronApproachDistributed=com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed" class="extmbr" name="com.johnsnowlabs.nlp.annotator.PerceptronApproachDistributed">PerceptronApproachDistributed</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#PerceptronApproachDistributed=com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed" class="extmbr" name="com.johnsnowlabs.nlp.annotator.PerceptronApproachDistributed">PerceptronApproachDistributed</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
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+
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$PerceptronModel$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$PerceptronModel$.html
new file mode 100644
index 00000000000000..70bd3e7159ffb9
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$PerceptronModel$.html
@@ -0,0 +1,568 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PerceptronModel - com.johnsnowlabs.nlp.annotator.PerceptronModel</title>
+          <meta name="description" content="PerceptronModel - com.johnsnowlabs.nlp.annotator.PerceptronModel" />
+          <meta name="keywords" content="PerceptronModel com.johnsnowlabs.nlp.annotator.PerceptronModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>PerceptronModel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$PerceptronModel$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PerceptronModel</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#PerceptronModel=com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.PerceptronModel">PerceptronModel</a>] with <a href="../annotators/pos/perceptron/PretrainedPerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PretrainedPerceptronModel">PretrainedPerceptronModel</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../annotators/pos/perceptron/PretrainedPerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PretrainedPerceptronModel">PretrainedPerceptronModel</a>, <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#PerceptronModel=com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.PerceptronModel">PerceptronModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#PerceptronModel=com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.PerceptronModel">PerceptronModel</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#PerceptronModel=com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.PerceptronModel">PerceptronModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
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+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.PerceptronModel"><span>PerceptronModel</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PretrainedPerceptronModel"><span>PretrainedPerceptronModel</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((PerceptronModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="package.html#PerceptronModel=com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.PerceptronModel">PerceptronModel</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$PerceptronModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
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+        <span class="kind">def</span>
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+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
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+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$PerceptronModel$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
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+      </span>
+      </h4><span class="permalink">
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
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+        <span class="modifier">final </span>
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+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PretrainedPerceptronModel#pretrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$PerceptronModel$@pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../annotators/pos/perceptron/PretrainedPerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PretrainedPerceptronModel">PretrainedPerceptronModel</a></dd></dl></div>
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+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[PerceptronModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$PerceptronModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+    </span>)</span>
+              
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$PerceptronModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
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+        
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+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PretrainedPerceptronModel">
+              <h3>Inherited from <a href="../annotators/pos/perceptron/PretrainedPerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PretrainedPerceptronModel">PretrainedPerceptronModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#PerceptronModel=com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.PerceptronModel">PerceptronModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#PerceptronModel=com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.PerceptronModel">PerceptronModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#PerceptronModel=com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.PerceptronModel">PerceptronModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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+        
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+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$RegexMatcher$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$RegexMatcher$.html
new file mode 100644
index 00000000000000..d4e074a7a76eda
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$RegexMatcher$.html
@@ -0,0 +1,530 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>RegexMatcher - com.johnsnowlabs.nlp.annotator.RegexMatcher</title>
+          <meta name="description" content="RegexMatcher - com.johnsnowlabs.nlp.annotator.RegexMatcher" />
+          <meta name="keywords" content="RegexMatcher com.johnsnowlabs.nlp.annotator.RegexMatcher" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$RegexMatcher$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>RegexMatcher</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcher$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RegexMatcher</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#RegexMatcher=com.johnsnowlabs.nlp.annotators.RegexMatcher" class="extmbr" name="com.johnsnowlabs.nlp.annotator.RegexMatcher">RegexMatcher</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#RegexMatcher=com.johnsnowlabs.nlp.annotators.RegexMatcher" class="extmbr" name="com.johnsnowlabs.nlp.annotator.RegexMatcher">RegexMatcher</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#RegexMatcher=com.johnsnowlabs.nlp.annotators.RegexMatcher" class="extmbr" name="com.johnsnowlabs.nlp.annotator.RegexMatcher">RegexMatcher</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.RegexMatcher"><span>RegexMatcher</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcher$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcher$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcher$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcher$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcher$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcher$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcher$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcher$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcher$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcher$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcher$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):RegexMatcher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#RegexMatcher=com.johnsnowlabs.nlp.annotators.RegexMatcher" class="extmbr" name="com.johnsnowlabs.nlp.annotator.RegexMatcher">RegexMatcher</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcher$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcher$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcher$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcher$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[RegexMatcher]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#RegexMatcher=com.johnsnowlabs.nlp.annotators.RegexMatcher" class="extmbr" name="com.johnsnowlabs.nlp.annotator.RegexMatcher">RegexMatcher</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcher$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcher$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcher$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcher$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcher$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcher$@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#RegexMatcher=com.johnsnowlabs.nlp.annotators.RegexMatcher" class="extmbr" name="com.johnsnowlabs.nlp.annotator.RegexMatcher">RegexMatcher</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#RegexMatcher=com.johnsnowlabs.nlp.annotators.RegexMatcher" class="extmbr" name="com.johnsnowlabs.nlp.annotator.RegexMatcher">RegexMatcher</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$RegexMatcherModel$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$RegexMatcherModel$.html
new file mode 100644
index 00000000000000..ac491b0c23da98
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$RegexMatcherModel$.html
@@ -0,0 +1,549 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>RegexMatcherModel - com.johnsnowlabs.nlp.annotator.RegexMatcherModel</title>
+          <meta name="description" content="RegexMatcherModel - com.johnsnowlabs.nlp.annotator.RegexMatcherModel" />
+          <meta name="keywords" content="RegexMatcherModel com.johnsnowlabs.nlp.annotator.RegexMatcherModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$RegexMatcherModel$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>RegexMatcherModel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcherModel$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RegexMatcherModel</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#RegexMatcherModel=com.johnsnowlabs.nlp.annotators.RegexMatcherModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.RegexMatcherModel">RegexMatcherModel</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#RegexMatcherModel=com.johnsnowlabs.nlp.annotators.RegexMatcherModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.RegexMatcherModel">RegexMatcherModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#RegexMatcherModel=com.johnsnowlabs.nlp.annotators.RegexMatcherModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.RegexMatcherModel">RegexMatcherModel</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#RegexMatcherModel=com.johnsnowlabs.nlp.annotators.RegexMatcherModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.RegexMatcherModel">RegexMatcherModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.RegexMatcherModel"><span>RegexMatcherModel</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcherModel$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcherModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((RegexMatcherModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="package.html#RegexMatcherModel=com.johnsnowlabs.nlp.annotators.RegexMatcherModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.RegexMatcherModel">RegexMatcherModel</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcherModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcherModel$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcherModel$@clone():Object" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcherModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcherModel$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcherModel$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcherModel$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcherModel$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcherModel$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):RegexMatcherModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#RegexMatcherModel=com.johnsnowlabs.nlp.annotators.RegexMatcherModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.RegexMatcherModel">RegexMatcherModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcherModel$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcherModel$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcherModel$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcherModel$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[RegexMatcherModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#RegexMatcherModel=com.johnsnowlabs.nlp.annotators.RegexMatcherModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.RegexMatcherModel">RegexMatcherModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcherModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcherModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcherModel$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcherModel$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcherModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$RegexMatcherModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#RegexMatcherModel=com.johnsnowlabs.nlp.annotators.RegexMatcherModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.RegexMatcherModel">RegexMatcherModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#RegexMatcherModel=com.johnsnowlabs.nlp.annotators.RegexMatcherModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.RegexMatcherModel">RegexMatcherModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#RegexMatcherModel=com.johnsnowlabs.nlp.annotators.RegexMatcherModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.RegexMatcherModel">RegexMatcherModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$SentenceDetector$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$SentenceDetector$.html
new file mode 100644
index 00000000000000..31a66c464d7e2a
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$SentenceDetector$.html
@@ -0,0 +1,530 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SentenceDetector - com.johnsnowlabs.nlp.annotator.SentenceDetector</title>
+          <meta name="description" content="SentenceDetector - com.johnsnowlabs.nlp.annotator.SentenceDetector" />
+          <meta name="keywords" content="SentenceDetector com.johnsnowlabs.nlp.annotator.SentenceDetector" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$SentenceDetector$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>SentenceDetector</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentenceDetector$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SentenceDetector</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#SentenceDetector=com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentenceDetector">SentenceDetector</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#SentenceDetector=com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentenceDetector">SentenceDetector</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#SentenceDetector=com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentenceDetector">SentenceDetector</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
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+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.SentenceDetector"><span>SentenceDetector</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentenceDetector$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentenceDetector$@##():Int" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentenceDetector$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentenceDetector$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentenceDetector$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentenceDetector$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentenceDetector$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentenceDetector$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentenceDetector$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentenceDetector$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentenceDetector$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):SentenceDetector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#SentenceDetector=com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentenceDetector">SentenceDetector</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentenceDetector$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentenceDetector$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentenceDetector$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentenceDetector$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[SentenceDetector]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#SentenceDetector=com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentenceDetector">SentenceDetector</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentenceDetector$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentenceDetector$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentenceDetector$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentenceDetector$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
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+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#SentenceDetector=com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentenceDetector">SentenceDetector</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#SentenceDetector=com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentenceDetector">SentenceDetector</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
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+
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+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$SentimentDetector$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$SentimentDetector$.html
new file mode 100644
index 00000000000000..f347d4a9293511
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$SentimentDetector$.html
@@ -0,0 +1,530 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SentimentDetector - com.johnsnowlabs.nlp.annotator.SentimentDetector</title>
+          <meta name="description" content="SentimentDetector - com.johnsnowlabs.nlp.annotator.SentimentDetector" />
+          <meta name="keywords" content="SentimentDetector com.johnsnowlabs.nlp.annotator.SentimentDetector" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
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+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
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+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$SentimentDetector$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>SentimentDetector</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetector$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SentimentDetector</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#SentimentDetector=com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentimentDetector">SentimentDetector</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#SentimentDetector=com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentimentDetector">SentimentDetector</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#SentimentDetector=com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentimentDetector">SentimentDetector</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.SentimentDetector"><span>SentimentDetector</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetector$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetector$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetector$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetector$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetector$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetector$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetector$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetector$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetector$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetector$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):SentimentDetector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#SentimentDetector=com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentimentDetector">SentimentDetector</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetector$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetector$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetector$@notify():Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetector$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[SentimentDetector]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#SentimentDetector=com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentimentDetector">SentimentDetector</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetector$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetector$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetector$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetector$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetector$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetector$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#SentimentDetector=com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentimentDetector">SentimentDetector</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#SentimentDetector=com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentimentDetector">SentimentDetector</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$SentimentDetectorModel$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$SentimentDetectorModel$.html
new file mode 100644
index 00000000000000..b05bf32a425647
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$SentimentDetectorModel$.html
@@ -0,0 +1,549 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SentimentDetectorModel - com.johnsnowlabs.nlp.annotator.SentimentDetectorModel</title>
+          <meta name="description" content="SentimentDetectorModel - com.johnsnowlabs.nlp.annotator.SentimentDetectorModel" />
+          <meta name="keywords" content="SentimentDetectorModel com.johnsnowlabs.nlp.annotator.SentimentDetectorModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$SentimentDetectorModel$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>SentimentDetectorModel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetectorModel$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SentimentDetectorModel</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#SentimentDetectorModel=com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentimentDetectorModel">SentimentDetectorModel</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#SentimentDetectorModel=com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentimentDetectorModel">SentimentDetectorModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#SentimentDetectorModel=com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentimentDetectorModel">SentimentDetectorModel</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#SentimentDetectorModel=com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentimentDetectorModel">SentimentDetectorModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.SentimentDetectorModel"><span>SentimentDetectorModel</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
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+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetectorModel$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetectorModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((SentimentDetectorModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="package.html#SentimentDetectorModel=com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentimentDetectorModel">SentimentDetectorModel</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetectorModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetectorModel$@clone():Object" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetectorModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetectorModel$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetectorModel$@finalize():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetectorModel$@getClass():Class[_]" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetectorModel$@hashCode():Int" title="Permalink" target="_top">
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetectorModel$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):SentimentDetectorModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#SentimentDetectorModel=com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentimentDetectorModel">SentimentDetectorModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetectorModel$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetectorModel$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetectorModel$@notify():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetectorModel$@notifyAll():Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[SentimentDetectorModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#SentimentDetectorModel=com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentimentDetectorModel">SentimentDetectorModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetectorModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetectorModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetectorModel$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetectorModel$@wait():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetectorModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SentimentDetectorModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
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+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#SentimentDetectorModel=com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentimentDetectorModel">SentimentDetectorModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#SentimentDetectorModel=com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentimentDetectorModel">SentimentDetectorModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#SentimentDetectorModel=com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SentimentDetectorModel">SentimentDetectorModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$Stemmer$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$Stemmer$.html
new file mode 100644
index 00000000000000..a0873b032dd92f
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$Stemmer$.html
@@ -0,0 +1,530 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Stemmer - com.johnsnowlabs.nlp.annotator.Stemmer</title>
+          <meta name="description" content="Stemmer - com.johnsnowlabs.nlp.annotator.Stemmer" />
+          <meta name="keywords" content="Stemmer com.johnsnowlabs.nlp.annotator.Stemmer" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$Stemmer$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>Stemmer</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Stemmer$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Stemmer</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#Stemmer=com.johnsnowlabs.nlp.annotators.Stemmer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Stemmer">Stemmer</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#Stemmer=com.johnsnowlabs.nlp.annotators.Stemmer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Stemmer">Stemmer</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#Stemmer=com.johnsnowlabs.nlp.annotators.Stemmer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Stemmer">Stemmer</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
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+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.Stemmer"><span>Stemmer</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Stemmer$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Stemmer$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Stemmer$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Stemmer$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Stemmer$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Stemmer$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Stemmer$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Stemmer$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Stemmer$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Stemmer$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):Stemmer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#Stemmer=com.johnsnowlabs.nlp.annotators.Stemmer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Stemmer">Stemmer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Stemmer$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Stemmer$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="wait():Unit"></a>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
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+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#Stemmer=com.johnsnowlabs.nlp.annotators.Stemmer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Stemmer">Stemmer</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
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+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
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+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$SymmetricDeleteApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$SymmetricDeleteApproach$.html
new file mode 100644
index 00000000000000..d822bf0bde73f6
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$SymmetricDeleteApproach$.html
@@ -0,0 +1,530 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SymmetricDeleteApproach - com.johnsnowlabs.nlp.annotator.SymmetricDeleteApproach</title>
+          <meta name="description" content="SymmetricDeleteApproach - com.johnsnowlabs.nlp.annotator.SymmetricDeleteApproach" />
+          <meta name="keywords" content="SymmetricDeleteApproach com.johnsnowlabs.nlp.annotator.SymmetricDeleteApproach" />
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+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>SymmetricDeleteApproach</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteApproach$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SymmetricDeleteApproach</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#SymmetricDeleteApproach=com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SymmetricDeleteApproach">SymmetricDeleteApproach</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
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+        </div></div>
+        
+
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+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.SymmetricDeleteApproach"><span>SymmetricDeleteApproach</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
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+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):SymmetricDeleteApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#SymmetricDeleteApproach=com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SymmetricDeleteApproach">SymmetricDeleteApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteApproach$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteApproach$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteApproach$@notify():Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteApproach$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[SymmetricDeleteApproach]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#SymmetricDeleteApproach=com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SymmetricDeleteApproach">SymmetricDeleteApproach</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteApproach$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteApproach$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteApproach$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteApproach$@wait():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteApproach$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteApproach$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#SymmetricDeleteApproach=com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SymmetricDeleteApproach">SymmetricDeleteApproach</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#SymmetricDeleteApproach=com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SymmetricDeleteApproach">SymmetricDeleteApproach</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
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+
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+      <div id="footer">  </div>
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$SymmetricDeleteModel$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$SymmetricDeleteModel$.html
new file mode 100644
index 00000000000000..bde8c2c53b1dc6
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$SymmetricDeleteModel$.html
@@ -0,0 +1,568 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SymmetricDeleteModel - com.johnsnowlabs.nlp.annotator.SymmetricDeleteModel</title>
+          <meta name="description" content="SymmetricDeleteModel - com.johnsnowlabs.nlp.annotator.SymmetricDeleteModel" />
+          <meta name="keywords" content="SymmetricDeleteModel com.johnsnowlabs.nlp.annotator.SymmetricDeleteModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
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+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>SymmetricDeleteModel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SymmetricDeleteModel</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#SymmetricDeleteModel=com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SymmetricDeleteModel">SymmetricDeleteModel</a>] with <a href="../annotators/spell/symmetric/PretrainedSymmetricDelete.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete">PretrainedSymmetricDelete</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../annotators/spell/symmetric/PretrainedSymmetricDelete.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete">PretrainedSymmetricDelete</a>, <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#SymmetricDeleteModel=com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SymmetricDeleteModel">SymmetricDeleteModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#SymmetricDeleteModel=com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SymmetricDeleteModel">SymmetricDeleteModel</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#SymmetricDeleteModel=com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SymmetricDeleteModel">SymmetricDeleteModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.SymmetricDeleteModel"><span>SymmetricDeleteModel</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete"><span>PretrainedSymmetricDelete</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((SymmetricDeleteModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="package.html#SymmetricDeleteModel=com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SymmetricDeleteModel">SymmetricDeleteModel</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):SymmetricDeleteModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#SymmetricDeleteModel=com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SymmetricDeleteModel">SymmetricDeleteModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete#pretrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel"></a>
+      <a id="pretrained(String,String,String):annotators.spell.symmetric.SymmetricDeleteModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;spellcheck_sd&quot;</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;en&quot;</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="../../../package.html">ResourceDownloader.publicLoc</a></span></span></span>)</span><span class="result">: <a href="../annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">annotators.spell.symmetric.SymmetricDeleteModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$@pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../annotators/spell/symmetric/PretrainedSymmetricDelete.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete">PretrainedSymmetricDelete</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[SymmetricDeleteModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#SymmetricDeleteModel=com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SymmetricDeleteModel">SymmetricDeleteModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$SymmetricDeleteModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete">
+              <h3>Inherited from <a href="../annotators/spell/symmetric/PretrainedSymmetricDelete.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete">PretrainedSymmetricDelete</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#SymmetricDeleteModel=com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SymmetricDeleteModel">SymmetricDeleteModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#SymmetricDeleteModel=com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SymmetricDeleteModel">SymmetricDeleteModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#SymmetricDeleteModel=com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.SymmetricDeleteModel">SymmetricDeleteModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$TextMatcher$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$TextMatcher$.html
new file mode 100644
index 00000000000000..f3aa8908f648c8
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$TextMatcher$.html
@@ -0,0 +1,530 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TextMatcher - com.johnsnowlabs.nlp.annotator.TextMatcher</title>
+          <meta name="description" content="TextMatcher - com.johnsnowlabs.nlp.annotator.TextMatcher" />
+          <meta name="keywords" content="TextMatcher com.johnsnowlabs.nlp.annotator.TextMatcher" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$TextMatcher$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>TextMatcher</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcher$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TextMatcher</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#TextMatcher=com.johnsnowlabs.nlp.annotators.TextMatcher" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TextMatcher">TextMatcher</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#TextMatcher=com.johnsnowlabs.nlp.annotators.TextMatcher" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TextMatcher">TextMatcher</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#TextMatcher=com.johnsnowlabs.nlp.annotators.TextMatcher" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TextMatcher">TextMatcher</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.TextMatcher"><span>TextMatcher</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcher$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcher$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcher$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcher$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcher$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcher$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcher$@finalize():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcher$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcher$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcher$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):TextMatcher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#TextMatcher=com.johnsnowlabs.nlp.annotators.TextMatcher" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TextMatcher">TextMatcher</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcher$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcher$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcher$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcher$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[TextMatcher]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#TextMatcher=com.johnsnowlabs.nlp.annotators.TextMatcher" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TextMatcher">TextMatcher</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcher$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcher$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcher$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcher$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcher$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcher$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#TextMatcher=com.johnsnowlabs.nlp.annotators.TextMatcher" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TextMatcher">TextMatcher</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#TextMatcher=com.johnsnowlabs.nlp.annotators.TextMatcher" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TextMatcher">TextMatcher</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$TextMatcherModel$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$TextMatcherModel$.html
new file mode 100644
index 00000000000000..41aaa5a2e3b668
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$TextMatcherModel$.html
@@ -0,0 +1,549 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TextMatcherModel - com.johnsnowlabs.nlp.annotator.TextMatcherModel</title>
+          <meta name="description" content="TextMatcherModel - com.johnsnowlabs.nlp.annotator.TextMatcherModel" />
+          <meta name="keywords" content="TextMatcherModel com.johnsnowlabs.nlp.annotator.TextMatcherModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$TextMatcherModel$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>TextMatcherModel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcherModel$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TextMatcherModel</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#TextMatcherModel=com.johnsnowlabs.nlp.annotators.TextMatcherModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TextMatcherModel">TextMatcherModel</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#TextMatcherModel=com.johnsnowlabs.nlp.annotators.TextMatcherModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TextMatcherModel">TextMatcherModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#TextMatcherModel=com.johnsnowlabs.nlp.annotators.TextMatcherModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TextMatcherModel">TextMatcherModel</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#TextMatcherModel=com.johnsnowlabs.nlp.annotators.TextMatcherModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TextMatcherModel">TextMatcherModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.TextMatcherModel"><span>TextMatcherModel</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
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+        <div id="allMembers">
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+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcherModel$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcherModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((TextMatcherModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="package.html#TextMatcherModel=com.johnsnowlabs.nlp.annotators.TextMatcherModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TextMatcherModel">TextMatcherModel</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcherModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcherModel$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcherModel$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcherModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcherModel$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcherModel$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcherModel$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcherModel$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcherModel$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):TextMatcherModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#TextMatcherModel=com.johnsnowlabs.nlp.annotators.TextMatcherModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TextMatcherModel">TextMatcherModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcherModel$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcherModel$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcherModel$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcherModel$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[TextMatcherModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#TextMatcherModel=com.johnsnowlabs.nlp.annotators.TextMatcherModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TextMatcherModel">TextMatcherModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcherModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcherModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcherModel$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcherModel$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcherModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TextMatcherModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#TextMatcherModel=com.johnsnowlabs.nlp.annotators.TextMatcherModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TextMatcherModel">TextMatcherModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#TextMatcherModel=com.johnsnowlabs.nlp.annotators.TextMatcherModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TextMatcherModel">TextMatcherModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#TextMatcherModel=com.johnsnowlabs.nlp.annotators.TextMatcherModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TextMatcherModel">TextMatcherModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$Tokenizer$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$Tokenizer$.html
new file mode 100644
index 00000000000000..4c88a767b2ff77
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$Tokenizer$.html
@@ -0,0 +1,549 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Tokenizer - com.johnsnowlabs.nlp.annotator.Tokenizer</title>
+          <meta name="description" content="Tokenizer - com.johnsnowlabs.nlp.annotator.Tokenizer" />
+          <meta name="keywords" content="Tokenizer com.johnsnowlabs.nlp.annotator.Tokenizer" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$Tokenizer$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>Tokenizer</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Tokenizer$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Tokenizer</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#Tokenizer=com.johnsnowlabs.nlp.annotators.Tokenizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Tokenizer">Tokenizer</a>] with <a href="../annotators/PretrainedTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.PretrainedTokenizer">PretrainedTokenizer</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../annotators/PretrainedTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.PretrainedTokenizer">PretrainedTokenizer</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#Tokenizer=com.johnsnowlabs.nlp.annotators.Tokenizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Tokenizer">Tokenizer</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#Tokenizer=com.johnsnowlabs.nlp.annotators.Tokenizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Tokenizer">Tokenizer</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.Tokenizer"><span>Tokenizer</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.PretrainedTokenizer"><span>PretrainedTokenizer</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Tokenizer$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Tokenizer$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Tokenizer$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Tokenizer$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Tokenizer$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Tokenizer$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Tokenizer$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
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+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):Tokenizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#Tokenizer=com.johnsnowlabs.nlp.annotators.Tokenizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Tokenizer">Tokenizer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Tokenizer$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Tokenizer$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Tokenizer$@notify():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Tokenizer$@notifyAll():Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.PretrainedTokenizer#pretrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.Tokenizer"></a>
+      <a id="pretrained(String,String,String):annotators.Tokenizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;token_rules&quot;</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;en&quot;</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="../../../package.html">ResourceDownloader.publicLoc</a></span></span></span>)</span><span class="result">: <a href="../annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">annotators.Tokenizer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Tokenizer$@pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.Tokenizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../annotators/PretrainedTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.PretrainedTokenizer">PretrainedTokenizer</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[Tokenizer]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#Tokenizer=com.johnsnowlabs.nlp.annotators.Tokenizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Tokenizer">Tokenizer</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Tokenizer$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Tokenizer$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Tokenizer$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Tokenizer$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Tokenizer$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$Tokenizer$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.PretrainedTokenizer">
+              <h3>Inherited from <a href="../annotators/PretrainedTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.PretrainedTokenizer">PretrainedTokenizer</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#Tokenizer=com.johnsnowlabs.nlp.annotators.Tokenizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Tokenizer">Tokenizer</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#Tokenizer=com.johnsnowlabs.nlp.annotators.Tokenizer" class="extmbr" name="com.johnsnowlabs.nlp.annotator.Tokenizer">Tokenizer</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$TypedDependencyParserApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$TypedDependencyParserApproach$.html
new file mode 100644
index 00000000000000..bb3052ea1c3862
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$TypedDependencyParserApproach$.html
@@ -0,0 +1,530 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TypedDependencyParserApproach - com.johnsnowlabs.nlp.annotator.TypedDependencyParserApproach</title>
+          <meta name="description" content="TypedDependencyParserApproach - com.johnsnowlabs.nlp.annotator.TypedDependencyParserApproach" />
+          <meta name="keywords" content="TypedDependencyParserApproach com.johnsnowlabs.nlp.annotator.TypedDependencyParserApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$TypedDependencyParserApproach$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>TypedDependencyParserApproach</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TypedDependencyParserApproach$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TypedDependencyParserApproach</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#TypedDependencyParserApproach=com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TypedDependencyParserApproach">TypedDependencyParserApproach</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
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+          <span class="toggle">Linear Supertypes</span>
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
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+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TypedDependencyParserApproach$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TypedDependencyParserApproach$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
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+      <a id="wait(Long):Unit"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TypedDependencyParserApproach$@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+    </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
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+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#TypedDependencyParserApproach=com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TypedDependencyParserApproach">TypedDependencyParserApproach</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#TypedDependencyParserApproach=com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TypedDependencyParserApproach">TypedDependencyParserApproach</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
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+
+      <div id="tooltip"></div>
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+      <div id="footer">  </div>
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+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$TypedDependencyParserModel$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$TypedDependencyParserModel$.html
new file mode 100644
index 00000000000000..ab64c85d4cf0c1
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$TypedDependencyParserModel$.html
@@ -0,0 +1,568 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TypedDependencyParserModel - com.johnsnowlabs.nlp.annotator.TypedDependencyParserModel</title>
+          <meta name="description" content="TypedDependencyParserModel - com.johnsnowlabs.nlp.annotator.TypedDependencyParserModel" />
+          <meta name="keywords" content="TypedDependencyParserModel com.johnsnowlabs.nlp.annotator.TypedDependencyParserModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+            var anchor_opt = '';
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+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>TypedDependencyParserModel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TypedDependencyParserModel$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TypedDependencyParserModel</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#TypedDependencyParserModel=com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TypedDependencyParserModel">TypedDependencyParserModel</a>] with <a href="../annotators/parser/typdep/PretrainedTypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.PretrainedTypedDependencyParserModel">PretrainedTypedDependencyParserModel</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../annotators/parser/typdep/PretrainedTypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.PretrainedTypedDependencyParserModel">PretrainedTypedDependencyParserModel</a>, <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#TypedDependencyParserModel=com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TypedDependencyParserModel">TypedDependencyParserModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#TypedDependencyParserModel=com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TypedDependencyParserModel">TypedDependencyParserModel</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#TypedDependencyParserModel=com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TypedDependencyParserModel">TypedDependencyParserModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.TypedDependencyParserModel"><span>TypedDependencyParserModel</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.parser.typdep.PretrainedTypedDependencyParserModel"><span>PretrainedTypedDependencyParserModel</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TypedDependencyParserModel$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TypedDependencyParserModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((TypedDependencyParserModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="package.html#TypedDependencyParserModel=com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TypedDependencyParserModel">TypedDependencyParserModel</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TypedDependencyParserModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TypedDependencyParserModel$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TypedDependencyParserModel$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TypedDependencyParserModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TypedDependencyParserModel$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TypedDependencyParserModel$@finalize():Unit" title="Permalink" target="_top">
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+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
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+              
+        </dd></dl></div>
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+      <a id="ne(x$1:AnyRef):Boolean"></a>
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+        <span class="modifier">final </span>
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+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../annotators/parser/typdep/PretrainedTypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.PretrainedTypedDependencyParserModel">PretrainedTypedDependencyParserModel</a></dd></dl></div>
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+      <a id="read:MLReader[TypedDependencyParserModel]"></a>
+      <h4 class="signature">
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TypedDependencyParserModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TypedDependencyParserModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$TypedDependencyParserModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
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+    </li></ol>
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+
+        
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+        </div>
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+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.parser.typdep.PretrainedTypedDependencyParserModel">
+              <h3>Inherited from <a href="../annotators/parser/typdep/PretrainedTypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.PretrainedTypedDependencyParserModel">PretrainedTypedDependencyParserModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#TypedDependencyParserModel=com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TypedDependencyParserModel">TypedDependencyParserModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#TypedDependencyParserModel=com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TypedDependencyParserModel">TypedDependencyParserModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#TypedDependencyParserModel=com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.TypedDependencyParserModel">TypedDependencyParserModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+        </div>
+
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+
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$ViveknSentimentApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$ViveknSentimentApproach$.html
new file mode 100644
index 00000000000000..fa42e6de376581
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$ViveknSentimentApproach$.html
@@ -0,0 +1,530 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ViveknSentimentApproach - com.johnsnowlabs.nlp.annotator.ViveknSentimentApproach</title>
+          <meta name="description" content="ViveknSentimentApproach - com.johnsnowlabs.nlp.annotator.ViveknSentimentApproach" />
+          <meta name="keywords" content="ViveknSentimentApproach com.johnsnowlabs.nlp.annotator.ViveknSentimentApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package$$ViveknSentimentApproach$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>ViveknSentimentApproach</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ViveknSentimentApproach$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      
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+      <a id="eq(AnyRef):Boolean"></a>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
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+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ViveknSentimentApproach$@getClass():Class[_]" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ViveknSentimentApproach$@hashCode():Int" title="Permalink" target="_top">
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+    </span>
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ViveknSentimentApproach$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):ViveknSentimentApproach"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ViveknSentimentApproach$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ViveknSentimentApproach$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ViveknSentimentApproach$@notify():Unit" title="Permalink" target="_top">
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ViveknSentimentApproach$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a id="wait(Long,Int):Unit"></a>
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ViveknSentimentApproach$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ViveknSentimentApproach$@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
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+    </span>)</span>
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+    </li></ol>
+            </div>
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+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#ViveknSentimentApproach=com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.ViveknSentimentApproach">ViveknSentimentApproach</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#ViveknSentimentApproach=com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach" class="extmbr" name="com.johnsnowlabs.nlp.annotator.ViveknSentimentApproach">ViveknSentimentApproach</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$ViveknSentimentModel$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$ViveknSentimentModel$.html
new file mode 100644
index 00000000000000..ca05dd5ff010c2
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$ViveknSentimentModel$.html
@@ -0,0 +1,568 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ViveknSentimentModel - com.johnsnowlabs.nlp.annotator.ViveknSentimentModel</title>
+          <meta name="description" content="ViveknSentimentModel - com.johnsnowlabs.nlp.annotator.ViveknSentimentModel" />
+          <meta name="keywords" content="ViveknSentimentModel com.johnsnowlabs.nlp.annotator.ViveknSentimentModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+            var anchor_opt = '';
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+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>ViveknSentimentModel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ViveknSentimentModel$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ViveknSentimentModel</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#ViveknSentimentModel=com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.ViveknSentimentModel">ViveknSentimentModel</a>] with <a href="../annotators/sda/vivekn/ViveknPretrainedModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknPretrainedModel">ViveknPretrainedModel</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../annotators/sda/vivekn/ViveknPretrainedModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknPretrainedModel">ViveknPretrainedModel</a>, <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#ViveknSentimentModel=com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.ViveknSentimentModel">ViveknSentimentModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#ViveknSentimentModel=com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.ViveknSentimentModel">ViveknSentimentModel</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#ViveknSentimentModel=com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.ViveknSentimentModel">ViveknSentimentModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
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+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
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+                <ol id="linearization">
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+                </ol>
+              </div><div id="ancestors">
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+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="!=(Any):Boolean"></a>
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+      <span class="modifier_kind">
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ViveknSentimentModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((ViveknSentimentModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="package.html#ViveknSentimentModel=com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.ViveknSentimentModel">ViveknSentimentModel</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ViveknSentimentModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ViveknSentimentModel$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ViveknSentimentModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ViveknSentimentModel$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
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+      <a id="finalize():Unit"></a>
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="load(path:String):T"></a>
+      <a id="load(String):ViveknSentimentModel"></a>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknPretrainedModel#pretrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../annotators/sda/vivekn/ViveknPretrainedModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknPretrainedModel">ViveknPretrainedModel</a></dd></dl></div>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ViveknSentimentModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
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+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ViveknSentimentModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ViveknSentimentModel$@toString():String" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ViveknSentimentModel$@wait():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ViveknSentimentModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$ViveknSentimentModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
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+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
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+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#ViveknSentimentModel=com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.ViveknSentimentModel">ViveknSentimentModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#ViveknSentimentModel=com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.ViveknSentimentModel">ViveknSentimentModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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+        
+        </div>
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+        <div id="groupedMembers">
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+          <meta name="keywords" content="WordEmbeddings com.johnsnowlabs.nlp.annotator.WordEmbeddings" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>WordEmbeddings</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddings$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WordEmbeddings</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#WordEmbeddings=com.johnsnowlabs.nlp.embeddings.WordEmbeddings" class="extmbr" name="com.johnsnowlabs.nlp.annotator.WordEmbeddings">WordEmbeddings</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#WordEmbeddings=com.johnsnowlabs.nlp.embeddings.WordEmbeddings" class="extmbr" name="com.johnsnowlabs.nlp.annotator.WordEmbeddings">WordEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#WordEmbeddings=com.johnsnowlabs.nlp.embeddings.WordEmbeddings" class="extmbr" name="com.johnsnowlabs.nlp.annotator.WordEmbeddings">WordEmbeddings</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
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+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator.WordEmbeddings"><span>WordEmbeddings</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
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+              <li class="hideall out"><span>Hide All</span></li>
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+
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+        <div id="allMembers">
+        
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+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddings$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddings$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddings$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddings$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddings$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddings$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddings$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddings$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddings$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddings$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddings$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):WordEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#WordEmbeddings=com.johnsnowlabs.nlp.embeddings.WordEmbeddings" class="extmbr" name="com.johnsnowlabs.nlp.annotator.WordEmbeddings">WordEmbeddings</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddings$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddings$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddings$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddings$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[WordEmbeddings]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#WordEmbeddings=com.johnsnowlabs.nlp.embeddings.WordEmbeddings" class="extmbr" name="com.johnsnowlabs.nlp.annotator.WordEmbeddings">WordEmbeddings</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddings$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddings$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+    </span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddings$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
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+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
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+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package$$WordEmbeddingsModel$.html b/docs/api/com/johnsnowlabs/nlp/annotator/package$$WordEmbeddingsModel$.html
new file mode 100644
index 00000000000000..8c6c4500b0009e
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package$$WordEmbeddingsModel$.html
@@ -0,0 +1,587 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>WordEmbeddingsModel - com.johnsnowlabs.nlp.annotator.WordEmbeddingsModel</title>
+          <meta name="description" content="WordEmbeddingsModel - com.johnsnowlabs.nlp.annotator.WordEmbeddingsModel" />
+          <meta name="keywords" content="WordEmbeddingsModel com.johnsnowlabs.nlp.annotator.WordEmbeddingsModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
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+      
+      <script type="text/javascript">
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+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a></p>
+        <h1>WordEmbeddingsModel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">package annotator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WordEmbeddingsModel</span><span class="result"> extends <a href="../embeddings/EmbeddingsReadable.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable">EmbeddingsReadable</a>[<a href="package.html#WordEmbeddingsModel=com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.WordEmbeddingsModel">WordEmbeddingsModel</a>] with <a href="../embeddings/PretrainedWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.PretrainedWordEmbeddings">PretrainedWordEmbeddings</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((WordEmbeddingsModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):WordEmbeddingsModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="package.html#WordEmbeddingsModel=com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.WordEmbeddingsModel">WordEmbeddingsModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.PretrainedWordEmbeddings#pretrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel"></a>
+      <a id="pretrained(String,String,String):embeddings.WordEmbeddingsModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;glove_100d&quot;</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;en&quot;</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="../../../package.html">ResourceDownloader.publicLoc</a></span></span></span>)</span><span class="result">: <a href="../embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">embeddings.WordEmbeddingsModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$@pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../embeddings/PretrainedWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.PretrainedWordEmbeddings">PretrainedWordEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[WordEmbeddingsModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="package.html#WordEmbeddingsModel=com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.WordEmbeddingsModel">WordEmbeddingsModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable#readEmbeddings" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readEmbeddings(instance:T,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="readEmbeddings(WordEmbeddingsModel,String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readEmbeddings</span><span class="params">(<span name="instance">instance: <a href="package.html#WordEmbeddingsModel=com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.WordEmbeddingsModel">WordEmbeddingsModel</a></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$@readEmbeddings(instance:T,path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../embeddings/EmbeddingsReadable.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable">EmbeddingsReadable</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package$$WordEmbeddingsModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.PretrainedWordEmbeddings">
+              <h3>Inherited from <a href="../embeddings/PretrainedWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.PretrainedWordEmbeddings">PretrainedWordEmbeddings</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable">
+              <h3>Inherited from <a href="../embeddings/EmbeddingsReadable.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable">EmbeddingsReadable</a>[<a href="package.html#WordEmbeddingsModel=com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.WordEmbeddingsModel">WordEmbeddingsModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="package.html#WordEmbeddingsModel=com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.WordEmbeddingsModel">WordEmbeddingsModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="package.html#WordEmbeddingsModel=com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.WordEmbeddingsModel">WordEmbeddingsModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="package.html#WordEmbeddingsModel=com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" class="extmbr" name="com.johnsnowlabs.nlp.annotator.WordEmbeddingsModel">WordEmbeddingsModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotator/package.html b/docs/api/com/johnsnowlabs/nlp/annotator/package.html
new file mode 100644
index 00000000000000..21596b35012386
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotator/package.html
@@ -0,0 +1,1490 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>annotator - com.johnsnowlabs.nlp.annotator</title>
+          <meta name="description" content="annotator - com.johnsnowlabs.nlp.annotator" />
+          <meta name="keywords" content="annotator com.johnsnowlabs.nlp.annotator" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotator.package';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Package" src="../../../../lib/package_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1>annotator</h1><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotator</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotator"><span>annotator</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotator.BertEmbeddings" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="BertEmbeddings=com.johnsnowlabs.nlp.embeddings.BertEmbeddings"></a>
+      <a id="BertEmbeddings:BertEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">BertEmbeddings</span><span class="result"> = <a href="../embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">embeddings.BertEmbeddings</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@BertEmbeddings=com.johnsnowlabs.nlp.embeddings.BertEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.ChunkTokenizer" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ChunkTokenizer=com.johnsnowlabs.nlp.annotators.ChunkTokenizer"></a>
+      <a id="ChunkTokenizer:ChunkTokenizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ChunkTokenizer</span><span class="result"> = <a href="../annotators/ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">annotators.ChunkTokenizer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@ChunkTokenizer=com.johnsnowlabs.nlp.annotators.ChunkTokenizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.Chunker" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="Chunker=com.johnsnowlabs.nlp.annotators.Chunker"></a>
+      <a id="Chunker:Chunker"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Chunker</span><span class="result"> = <a href="../annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">annotators.Chunker</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@Chunker=com.johnsnowlabs.nlp.annotators.Chunker" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.ContextSpellCheckerApproach" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ContextSpellCheckerApproach=com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach"></a>
+      <a id="ContextSpellCheckerApproach:ContextSpellCheckerApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ContextSpellCheckerApproach</span><span class="result"> = <a href="../annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">annotators.spell.context.ContextSpellCheckerApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@ContextSpellCheckerApproach=com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.ContextSpellCheckerModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ContextSpellCheckerModel=com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel"></a>
+      <a id="ContextSpellCheckerModel:ContextSpellCheckerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ContextSpellCheckerModel</span><span class="result"> = <a href="../annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">annotators.spell.context.ContextSpellCheckerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@ContextSpellCheckerModel=com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.DateMatcher" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="DateMatcher=com.johnsnowlabs.nlp.annotators.DateMatcher"></a>
+      <a id="DateMatcher:DateMatcher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DateMatcher</span><span class="result"> = <a href="../annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">annotators.DateMatcher</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@DateMatcher=com.johnsnowlabs.nlp.annotators.DateMatcher" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.DeepSentenceDetector" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="DeepSentenceDetector=com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector"></a>
+      <a id="DeepSentenceDetector:DeepSentenceDetector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DeepSentenceDetector</span><span class="result"> = <a href="../annotators/sbd/deep/DeepSentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">annotators.sbd.deep.DeepSentenceDetector</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@DeepSentenceDetector=com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.DependencyParserApproach" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="DependencyParserApproach=com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach"></a>
+      <a id="DependencyParserApproach:DependencyParserApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DependencyParserApproach</span><span class="result"> = <a href="../annotators/parser/dep/DependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">annotators.parser.dep.DependencyParserApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@DependencyParserApproach=com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.DependencyParserModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="DependencyParserModel=com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel"></a>
+      <a id="DependencyParserModel:DependencyParserModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DependencyParserModel</span><span class="result"> = <a href="../annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">annotators.parser.dep.DependencyParserModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@DependencyParserModel=com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.Lemmatizer" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="Lemmatizer=com.johnsnowlabs.nlp.annotators.Lemmatizer"></a>
+      <a id="Lemmatizer:Lemmatizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Lemmatizer</span><span class="result"> = <a href="../annotators/Lemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">annotators.Lemmatizer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@Lemmatizer=com.johnsnowlabs.nlp.annotators.Lemmatizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.LemmatizerModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="LemmatizerModel=com.johnsnowlabs.nlp.annotators.LemmatizerModel"></a>
+      <a id="LemmatizerModel:LemmatizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">LemmatizerModel</span><span class="result"> = <a href="../annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">annotators.LemmatizerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@LemmatizerModel=com.johnsnowlabs.nlp.annotators.LemmatizerModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.NerConverter" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="NerConverter=com.johnsnowlabs.nlp.annotators.ner.NerConverter"></a>
+      <a id="NerConverter:NerConverter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerConverter</span><span class="result"> = <a href="../annotators/ner/NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">annotators.ner.NerConverter</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@NerConverter=com.johnsnowlabs.nlp.annotators.ner.NerConverter" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.NerCrfApproach" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="NerCrfApproach=com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach"></a>
+      <a id="NerCrfApproach:NerCrfApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerCrfApproach</span><span class="result"> = <a href="../annotators/ner/crf/NerCrfApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">annotators.ner.crf.NerCrfApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@NerCrfApproach=com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.NerCrfModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="NerCrfModel=com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel"></a>
+      <a id="NerCrfModel:NerCrfModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerCrfModel</span><span class="result"> = <a href="../annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">annotators.ner.crf.NerCrfModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@NerCrfModel=com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.NerDLApproach" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="NerDLApproach=com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach"></a>
+      <a id="NerDLApproach:NerDLApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerDLApproach</span><span class="result"> = <a href="../annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">annotators.ner.dl.NerDLApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@NerDLApproach=com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.NerDLModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="NerDLModel=com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel"></a>
+      <a id="NerDLModel:NerDLModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerDLModel</span><span class="result"> = <a href="../annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">annotators.ner.dl.NerDLModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@NerDLModel=com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.Normalizer" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="Normalizer=com.johnsnowlabs.nlp.annotators.Normalizer"></a>
+      <a id="Normalizer:Normalizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Normalizer</span><span class="result"> = <a href="../annotators/Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">annotators.Normalizer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@Normalizer=com.johnsnowlabs.nlp.annotators.Normalizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.NormalizerModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="NormalizerModel=com.johnsnowlabs.nlp.annotators.NormalizerModel"></a>
+      <a id="NormalizerModel:NormalizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NormalizerModel</span><span class="result"> = <a href="../annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">annotators.NormalizerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@NormalizerModel=com.johnsnowlabs.nlp.annotators.NormalizerModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.NorvigSweetingApproach" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="NorvigSweetingApproach=com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach"></a>
+      <a id="NorvigSweetingApproach:NorvigSweetingApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NorvigSweetingApproach</span><span class="result"> = <a href="../annotators/spell/norvig/NorvigSweetingApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">annotators.spell.norvig.NorvigSweetingApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@NorvigSweetingApproach=com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.NorvigSweetingModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="NorvigSweetingModel=com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel"></a>
+      <a id="NorvigSweetingModel:NorvigSweetingModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NorvigSweetingModel</span><span class="result"> = <a href="../annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">annotators.spell.norvig.NorvigSweetingModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@NorvigSweetingModel=com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.PerceptronApproach" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="PerceptronApproach=com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach"></a>
+      <a id="PerceptronApproach:PerceptronApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PerceptronApproach</span><span class="result"> = <a href="../annotators/pos/perceptron/PerceptronApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">annotators.pos.perceptron.PerceptronApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@PerceptronApproach=com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.PerceptronApproachDistributed" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="PerceptronApproachDistributed=com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed"></a>
+      <a id="PerceptronApproachDistributed:PerceptronApproachDistributed"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PerceptronApproachDistributed</span><span class="result"> = <a href="../annotators/pos/perceptron/PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">annotators.pos.perceptron.PerceptronApproachDistributed</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@PerceptronApproachDistributed=com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.PerceptronModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="PerceptronModel=com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel"></a>
+      <a id="PerceptronModel:PerceptronModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PerceptronModel</span><span class="result"> = <a href="../annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">annotators.pos.perceptron.PerceptronModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@PerceptronModel=com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.RegexMatcher" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="RegexMatcher=com.johnsnowlabs.nlp.annotators.RegexMatcher"></a>
+      <a id="RegexMatcher:RegexMatcher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RegexMatcher</span><span class="result"> = <a href="../annotators/RegexMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">annotators.RegexMatcher</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@RegexMatcher=com.johnsnowlabs.nlp.annotators.RegexMatcher" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.RegexMatcherModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="RegexMatcherModel=com.johnsnowlabs.nlp.annotators.RegexMatcherModel"></a>
+      <a id="RegexMatcherModel:RegexMatcherModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RegexMatcherModel</span><span class="result"> = <a href="../annotators/RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">annotators.RegexMatcherModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@RegexMatcherModel=com.johnsnowlabs.nlp.annotators.RegexMatcherModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.SentenceDetector" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SentenceDetector=com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector"></a>
+      <a id="SentenceDetector:SentenceDetector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SentenceDetector</span><span class="result"> = <a href="../annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">annotators.sbd.pragmatic.SentenceDetector</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@SentenceDetector=com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.SentimentDetector" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SentimentDetector=com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector"></a>
+      <a id="SentimentDetector:SentimentDetector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SentimentDetector</span><span class="result"> = <a href="../annotators/sda/pragmatic/SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">annotators.sda.pragmatic.SentimentDetector</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@SentimentDetector=com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.SentimentDetectorModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SentimentDetectorModel=com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel"></a>
+      <a id="SentimentDetectorModel:SentimentDetectorModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SentimentDetectorModel</span><span class="result"> = <a href="../annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">annotators.sda.pragmatic.SentimentDetectorModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@SentimentDetectorModel=com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.Stemmer" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="Stemmer=com.johnsnowlabs.nlp.annotators.Stemmer"></a>
+      <a id="Stemmer:Stemmer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Stemmer</span><span class="result"> = <a href="../annotators/Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">annotators.Stemmer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@Stemmer=com.johnsnowlabs.nlp.annotators.Stemmer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.SymmetricDeleteApproach" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SymmetricDeleteApproach=com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach"></a>
+      <a id="SymmetricDeleteApproach:SymmetricDeleteApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SymmetricDeleteApproach</span><span class="result"> = <a href="../annotators/spell/symmetric/SymmetricDeleteApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">annotators.spell.symmetric.SymmetricDeleteApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@SymmetricDeleteApproach=com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.SymmetricDeleteModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SymmetricDeleteModel=com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel"></a>
+      <a id="SymmetricDeleteModel:SymmetricDeleteModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SymmetricDeleteModel</span><span class="result"> = <a href="../annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">annotators.spell.symmetric.SymmetricDeleteModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@SymmetricDeleteModel=com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.TextMatcher" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TextMatcher=com.johnsnowlabs.nlp.annotators.TextMatcher"></a>
+      <a id="TextMatcher:TextMatcher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TextMatcher</span><span class="result"> = <a href="../annotators/TextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">annotators.TextMatcher</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@TextMatcher=com.johnsnowlabs.nlp.annotators.TextMatcher" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.TextMatcherModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TextMatcherModel=com.johnsnowlabs.nlp.annotators.TextMatcherModel"></a>
+      <a id="TextMatcherModel:TextMatcherModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TextMatcherModel</span><span class="result"> = <a href="../annotators/TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">annotators.TextMatcherModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@TextMatcherModel=com.johnsnowlabs.nlp.annotators.TextMatcherModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.Tokenizer" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="Tokenizer=com.johnsnowlabs.nlp.annotators.Tokenizer"></a>
+      <a id="Tokenizer:Tokenizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Tokenizer</span><span class="result"> = <a href="../annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">annotators.Tokenizer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@Tokenizer=com.johnsnowlabs.nlp.annotators.Tokenizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.TypedDependencyParserApproach" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TypedDependencyParserApproach=com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach"></a>
+      <a id="TypedDependencyParserApproach:TypedDependencyParserApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TypedDependencyParserApproach</span><span class="result"> = <a href="../annotators/parser/typdep/TypedDependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">annotators.parser.typdep.TypedDependencyParserApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@TypedDependencyParserApproach=com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.TypedDependencyParserModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TypedDependencyParserModel=com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel"></a>
+      <a id="TypedDependencyParserModel:TypedDependencyParserModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TypedDependencyParserModel</span><span class="result"> = <a href="../annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">annotators.parser.typdep.TypedDependencyParserModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@TypedDependencyParserModel=com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.ViveknSentimentApproach" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ViveknSentimentApproach=com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach"></a>
+      <a id="ViveknSentimentApproach:ViveknSentimentApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ViveknSentimentApproach</span><span class="result"> = <a href="../annotators/sda/vivekn/ViveknSentimentApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">annotators.sda.vivekn.ViveknSentimentApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@ViveknSentimentApproach=com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.ViveknSentimentModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ViveknSentimentModel=com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel"></a>
+      <a id="ViveknSentimentModel:ViveknSentimentModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
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+    </li><li name="com.johnsnowlabs.nlp.annotator.ContextSpellCheckerModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@ContextSpellCheckerModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@DateMatcher" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="com.johnsnowlabs.nlp.annotator.DeepSentenceDetector" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@DeepSentenceDetector" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.DependencyParserApproach" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@DependencyParserApproach" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.DependencyParserModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <h4 class="signature">
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@DependencyParserModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.Lemmatizer" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="Lemmatizer:Lemmatizer"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">object</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@Lemmatizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.LemmatizerModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="LemmatizerModel:LemmatizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@LemmatizerModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.NerConverter" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+        <span class="kind">object</span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@NerConverter" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@NerCrfApproach" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="com.johnsnowlabs.nlp.annotator.NerCrfModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@NerCrfModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="com.johnsnowlabs.nlp.annotator.NerDLApproach" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotator.package@NerDLApproach" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="com.johnsnowlabs.nlp.annotator.NerDLModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+    </li></ol>
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+          <title>ChunkTokenizer - com.johnsnowlabs.nlp.annotators.ChunkTokenizer</title>
+          <meta name="description" content="ChunkTokenizer - com.johnsnowlabs.nlp.annotators.ChunkTokenizer" />
+          <meta name="keywords" content="ChunkTokenizer com.johnsnowlabs.nlp.annotators.ChunkTokenizer" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+        </head>
+        <body class="value">
+      <div id="definition">
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+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="ChunkTokenizer.html" title="See companion class">ChunkTokenizer</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="ChunkTokenizer.html" title="See companion class">class ChunkTokenizer</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
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+      <h4 class="signature">
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer$@finalize():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):ChunkTokenizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[ChunkTokenizer]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizer.html b/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizer.html
new file mode 100644
index 00000000000000..c4e72685aa1d5e
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizer.html
@@ -0,0 +1,2570 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ChunkTokenizer - com.johnsnowlabs.nlp.annotators.ChunkTokenizer</title>
+          <meta name="description" content="ChunkTokenizer - com.johnsnowlabs.nlp.annotators.ChunkTokenizer" />
+          <meta name="keywords" content="ChunkTokenizer com.johnsnowlabs.nlp.annotators.ChunkTokenizer" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.ChunkTokenizer';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="ChunkTokenizer$.html" title="See companion object"><img alt="Class/Object" src="../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="ChunkTokenizer$.html" title="See companion object">ChunkTokenizer</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="ChunkTokenizer$.html" title="See companion object">object ChunkTokenizer</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ChunkTokenizer</span><span class="result"> extends <a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>, <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>], <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>], <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer"><span>ChunkTokenizer</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.Tokenizer"><span>Tokenizer</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.ChunkTokenizer"></a>
+      <a id="&lt;init&gt;:ChunkTokenizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ChunkTokenizer</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.ChunkTokenizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.ChunkTokenizer"></a>
+      <a id="&lt;init&gt;:ChunkTokenizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ChunkTokenizer</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.ChunkTokenizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#addCompositeTokens" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addCompositeTokens(value:String):Tokenizer.this.type"></a>
+      <a id="addCompositeTokens(String):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addCompositeTokens</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@addCompositeTokens(value:String):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#addContextChars" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addContextChars(v:String):Tokenizer.this.type"></a>
+      <a id="addContextChars(String):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addContextChars</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@addContextChars(v:String):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#addExceptionTokens" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addExceptionTokens(value:String):Tokenizer.this.type"></a>
+      <a id="addExceptionTokens(String):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addExceptionTokens</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@addExceptionTokens(value:String):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#addInfixPattern" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addInfixPattern(value:String):Tokenizer.this.type"></a>
+      <a id="addInfixPattern(String):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addInfixPattern</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@addInfixPattern(value:String):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#addSplitChars" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addSplitChars(v:String):Tokenizer.this.type"></a>
+      <a id="addSplitChars(String):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addSplitChars</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@addSplitChars(v:String):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">one to many annotation</p><div class="fullcomment"><div class="comment cmt"><p>one to many annotation</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a> → <a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> → <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#compositeTokens" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="compositeTokens:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="compositeTokens:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">compositeTokens</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@compositeTokens:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#contextChars" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="contextChars:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="contextChars:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">contextChars</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@contextChars:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):Tokenizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#exceptionTokens" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="exceptionTokens:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="exceptionTokens:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">exceptionTokens</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@exceptionTokens:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#getCompositeTokens" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getCompositeTokens:Array[String]"></a>
+      <a id="getCompositeTokens:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getCompositeTokens</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@getCompositeTokens:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#getContextChars" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getContextChars:Array[String]"></a>
+      <a id="getContextChars:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getContextChars</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@getContextChars:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#getExceptionTokens" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getExceptionTokens:Array[String]"></a>
+      <a id="getExceptionTokens:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getExceptionTokens</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@getExceptionTokens:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#getInfixPatterns" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInfixPatterns:Array[String]"></a>
+      <a id="getInfixPatterns:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInfixPatterns</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@getInfixPatterns:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#getPrefixPattern" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getPrefixPattern:String"></a>
+      <a id="getPrefixPattern:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getPrefixPattern</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@getPrefixPattern:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#getSplitChars" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getSplitChars:Array[String]"></a>
+      <a id="getSplitChars:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getSplitChars</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@getSplitChars:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#getSuffixPattern" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getSuffixPattern:String"></a>
+      <a id="getSuffixPattern:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getSuffixPattern</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@getSuffixPattern:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#getTargetPattern" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getTargetPattern:String"></a>
+      <a id="getTargetPattern:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getTargetPattern</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@getTargetPattern:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#infixPatterns" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="infixPatterns:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="infixPatterns:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">infixPatterns</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@infixPatterns:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[ChunkTokenizer.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@inputAnnotatorTypes:Array[ChunkTokenizer.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">A Tokenizer could require only for now a SentenceDetector annotator</p><div class="fullcomment"><div class="comment cmt"><p>A Tokenizer could require only for now a SentenceDetector annotator</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a> → <a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> → <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
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+        <span class="modifier"></span>
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+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@logName:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:ChunkTokenizer.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@outputAnnotatorType:ChunkTokenizer.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a> → <a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> → <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
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+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[Tokenizer]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+      </span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#prefixPattern" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="prefixPattern:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="prefixPattern:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">prefixPattern</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@prefixPattern:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#setCompositeTokens" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setCompositeTokens(value:Array[String]):Tokenizer.this.type"></a>
+      <a id="setCompositeTokens(Array[String]):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setCompositeTokens</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@setCompositeTokens(value:Array[String]):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#setContextChars" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setContextChars(v:Array[String]):Tokenizer.this.type"></a>
+      <a id="setContextChars(Array[String]):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setContextChars</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@setContextChars(v:Array[String]):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#setExceptionTokens" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setExceptionTokens(value:Array[String]):Tokenizer.this.type"></a>
+      <a id="setExceptionTokens(Array[String]):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setExceptionTokens</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@setExceptionTokens(value:Array[String]):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#setInfixPatterns" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInfixPatterns(value:Array[String]):Tokenizer.this.type"></a>
+      <a id="setInfixPatterns(Array[String]):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInfixPatterns</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@setInfixPatterns(value:Array[String]):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[Tokenizer]):Tokenizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>]</span>)</span><span class="result">: <a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#setPrefixPattern" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setPrefixPattern(value:String):Tokenizer.this.type"></a>
+      <a id="setPrefixPattern(String):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setPrefixPattern</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@setPrefixPattern(value:String):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#setSplitChars" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setSplitChars(v:Array[String]):Tokenizer.this.type"></a>
+      <a id="setSplitChars(Array[String]):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setSplitChars</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@setSplitChars(v:Array[String]):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#setSuffixPattern" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setSuffixPattern(value:String):Tokenizer.this.type"></a>
+      <a id="setSuffixPattern(String):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setSuffixPattern</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@setSuffixPattern(value:String):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#setTargetPattern" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setTargetPattern(value:String):Tokenizer.this.type"></a>
+      <a id="setTargetPattern(String):ChunkTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setTargetPattern</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@setTargetPattern(value:String):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#splitChars" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="splitChars:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="splitChars:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">splitChars</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@splitChars:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#suffixPattern" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="suffixPattern:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="suffixPattern:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">suffixPattern</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@suffixPattern:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#tag" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="tag(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.Sentence]):Seq[com.johnsnowlabs.nlp.annotators.common.TokenizedSentence]"></a>
+      <a id="tag(Seq[Sentence]):Seq[TokenizedSentence]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tag</span><span class="params">(<span name="sentences">sentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="common/Sentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Sentence">Sentence</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="common/TokenizedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TokenizedSentence">TokenizedSentence</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@tag(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.Sentence]):Seq[com.johnsnowlabs.nlp.annotators.common.TokenizedSentence]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#targetPattern" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="targetPattern:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="targetPattern:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">targetPattern</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@targetPattern:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@uid:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a> → <a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.ChunkTokenizer@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.Tokenizer">
+              <h3>Inherited from <a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Chunker$.html b/docs/api/com/johnsnowlabs/nlp/annotators/Chunker$.html
new file mode 100644
index 00000000000000..ba222ec65c7bbc
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/Chunker$.html
@@ -0,0 +1,532 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Chunker - com.johnsnowlabs.nlp.annotators.Chunker</title>
+          <meta name="description" content="Chunker - com.johnsnowlabs.nlp.annotators.Chunker" />
+          <meta name="keywords" content="Chunker com.johnsnowlabs.nlp.annotators.Chunker" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.Chunker$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="Chunker.html" title="See companion class"><img alt="Object/Class" src="../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="Chunker.html" title="See companion class">Chunker</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Chunker.html" title="See companion class">class Chunker</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Chunker</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.Chunker"><span>Chunker</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):Chunker"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[Chunker]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Chunker.html b/docs/api/com/johnsnowlabs/nlp/annotators/Chunker.html
new file mode 100644
index 00000000000000..c35aaf9a73dc14
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/Chunker.html
@@ -0,0 +1,2126 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Chunker - com.johnsnowlabs.nlp.annotators.Chunker</title>
+          <meta name="description" content="Chunker - com.johnsnowlabs.nlp.annotators.Chunker" />
+          <meta name="keywords" content="Chunker com.johnsnowlabs.nlp.annotators.Chunker" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.Chunker';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="Chunker$.html" title="See companion object"><img alt="Class/Object" src="../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="Chunker$.html" title="See companion object">Chunker</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Chunker$.html" title="See companion object">object Chunker</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Chunker</span><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>], <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>], <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.Chunker"><span>Chunker</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.Chunker#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.Chunker"></a>
+      <a id="&lt;init&gt;:Chunker"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">new</span>
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+        <span class="name">Chunker</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.Chunker" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Chunker#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.Chunker"></a>
+      <a id="&lt;init&gt;:Chunker"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Chunker</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.Chunker" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
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+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Chunker#addRegexParser" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="addRegexParser(value:String):com.johnsnowlabs.nlp.annotators.Chunker"></a>
+      <a id="addRegexParser(String):Chunker"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addRegexParser</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@addRegexParser(value:String):com.johnsnowlabs.nlp.annotators.Chunker" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Chunker#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a document and annotations and produces new annotations of this annotator's annotation type</p><div class="fullcomment"><div class="comment cmt"><p>takes a document and annotations and produces new annotations of this annotator's annotation type</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a> → <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):Chunker.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):Chunker"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Chunker#getRegexParsers" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getRegexParsers:Array[String]"></a>
+      <a id="getRegexParsers:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getRegexParsers</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@getRegexParsers:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Chunker#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[Chunker.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.Chunker.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@inputAnnotatorTypes:Array[Chunker.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a> → <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
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+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
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+      <h4 class="signature">
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+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@logName:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@notify():Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
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+      <a id="outputAnnotatorType:Chunker.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.Chunker.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@outputAnnotatorType:Chunker.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a> → <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[Chunker]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Chunker#regexParsers" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="regexParsers:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="regexParsers:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">regexParsers</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@regexParsers:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):Chunker.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):Chunker.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):Chunker.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):Chunker.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):Chunker.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):Chunker.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):Chunker.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):Chunker.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):Chunker.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):Chunker.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):Chunker.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):Chunker.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):Chunker.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):Chunker.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):Chunker.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):Chunker.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[Chunker]):Chunker"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Chunker#setRegexParsers" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setRegexParsers(value:Array[String]):com.johnsnowlabs.nlp.annotators.Chunker"></a>
+      <a id="setRegexParsers(Array[String]):Chunker"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setRegexParsers</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@setRegexParsers(value:Array[String]):com.johnsnowlabs.nlp.annotators.Chunker" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Chunker#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@uid:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Chunker@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/DateMatcher$.html b/docs/api/com/johnsnowlabs/nlp/annotators/DateMatcher$.html
new file mode 100644
index 00000000000000..0c987fcf0ec1e3
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/DateMatcher$.html
@@ -0,0 +1,532 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DateMatcher - com.johnsnowlabs.nlp.annotators.DateMatcher</title>
+          <meta name="description" content="DateMatcher - com.johnsnowlabs.nlp.annotators.DateMatcher" />
+          <meta name="keywords" content="DateMatcher com.johnsnowlabs.nlp.annotators.DateMatcher" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.DateMatcher$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="DateMatcher.html" title="See companion class"><img alt="Object/Class" src="../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="DateMatcher.html" title="See companion class">DateMatcher</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="DateMatcher.html" title="See companion class">class DateMatcher</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DateMatcher</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.DateMatcher"><span>DateMatcher</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher$@==(x$1:Any):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher$@getClass():Class[_]" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher$@hashCode():Int" title="Permalink" target="_top">
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):DateMatcher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher$@notify():Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[DateMatcher]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/DateMatcher.html b/docs/api/com/johnsnowlabs/nlp/annotators/DateMatcher.html
new file mode 100644
index 00000000000000..459dc96af516c4
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/DateMatcher.html
@@ -0,0 +1,2111 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DateMatcher - com.johnsnowlabs.nlp.annotators.DateMatcher</title>
+          <meta name="description" content="DateMatcher - com.johnsnowlabs.nlp.annotators.DateMatcher" />
+          <meta name="keywords" content="DateMatcher com.johnsnowlabs.nlp.annotators.DateMatcher" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
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+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="DateMatcher$.html" title="See companion object"><img alt="Class/Object" src="../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="DateMatcher$.html" title="See companion object">DateMatcher</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="DateMatcher$.html" title="See companion object">object DateMatcher</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DateMatcher</span><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Matches standard date formats into a provided format</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>], <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>], <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.DateMatcher"><span>DateMatcher</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.DateMatcher#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.DateMatcher"></a>
+      <a id="&lt;init&gt;:DateMatcher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DateMatcher</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.DateMatcher" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Internal constructor to submit a random UID</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.DateMatcher#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.DateMatcher"></a>
+      <a id="&lt;init&gt;:DateMatcher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DateMatcher</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.DateMatcher" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">uid</dt><dd class="cmt"><p>internal uid required to generate writable annotators</p></dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.DateMatcher#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">One to one relationship between content document and output annotation
+</p><div class="fullcomment"><div class="comment cmt"><p>One to one relationship between content document and output annotation
+</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>Any found date, empty if not. Final format is <a href="#dateFormat:org.apache.spark.ml.param.Param[String]" class="extmbr" name="com.johnsnowlabs.nlp.annotators.DateMatcher#dateFormat">dateFormat</a> or default yyyy/MM/dd</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a> → <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):DateMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):DateMatcher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.DateMatcher#dateFormat" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="dateFormat:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="dateFormat:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dateFormat</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@dateFormat:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator param containing expected output format of parsed date</p>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.DateMatcher#getFormat" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getFormat:String"></a>
+      <a id="getFormat:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFormat</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@getFormat:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.DateMatcher#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[DateMatcher.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.DateMatcher.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@inputAnnotatorTypes:Array[DateMatcher.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a> → <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@logName:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.DateMatcher#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:DateMatcher.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.DateMatcher.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@outputAnnotatorType:DateMatcher.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a> → <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[DateMatcher]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):DateMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):DateMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):DateMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):DateMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):DateMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):DateMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):DateMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):DateMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):DateMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):DateMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):DateMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):DateMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):DateMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.DateMatcher#setFormat" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setFormat(value:String):DateMatcher.this.type"></a>
+      <a id="setFormat(String):DateMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setFormat</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@setFormat(value:String):DateMatcher.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):DateMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):DateMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):DateMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[DateMatcher]):DateMatcher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.DateMatcher#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@uid:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">internal uid required to generate writable annotators</p><div class="fullcomment"><div class="comment cmt"><p>internal uid required to generate writable annotators</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.DateMatcher@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/EnglishStemmer$.html b/docs/api/com/johnsnowlabs/nlp/annotators/EnglishStemmer$.html
new file mode 100644
index 00000000000000..fd2c1ed4dd3800
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/EnglishStemmer$.html
@@ -0,0 +1,499 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>EnglishStemmer - com.johnsnowlabs.nlp.annotators.EnglishStemmer</title>
+          <meta name="description" content="EnglishStemmer - com.johnsnowlabs.nlp.annotators.EnglishStemmer" />
+          <meta name="keywords" content="EnglishStemmer com.johnsnowlabs.nlp.annotators.EnglishStemmer" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
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+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1>EnglishStemmer</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.EnglishStemmer$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">EnglishStemmer</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.EnglishStemmer"><span>EnglishStemmer</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
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+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.EnglishStemmer$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.EnglishStemmer$@##():Int" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.EnglishStemmer$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.EnglishStemmer$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.EnglishStemmer$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.EnglishStemmer$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.EnglishStemmer$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.EnglishStemmer$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.EnglishStemmer$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.EnglishStemmer$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.EnglishStemmer$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.EnglishStemmer$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.EnglishStemmer$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.EnglishStemmer$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.EnglishStemmer#stem" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="stem(word:String):String"></a>
+      <a id="stem(String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">stem</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.EnglishStemmer$@stem(word:String):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.EnglishStemmer$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.EnglishStemmer$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.EnglishStemmer$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.EnglishStemmer$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Lemmatizer$.html b/docs/api/com/johnsnowlabs/nlp/annotators/Lemmatizer$.html
new file mode 100644
index 00000000000000..6c341243a5f90e
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/Lemmatizer$.html
@@ -0,0 +1,532 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Lemmatizer - com.johnsnowlabs.nlp.annotators.Lemmatizer</title>
+          <meta name="description" content="Lemmatizer - com.johnsnowlabs.nlp.annotators.Lemmatizer" />
+          <meta name="keywords" content="Lemmatizer com.johnsnowlabs.nlp.annotators.Lemmatizer" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.Lemmatizer$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="Lemmatizer.html" title="See companion class"><img alt="Object/Class" src="../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="Lemmatizer.html" title="See companion class">Lemmatizer</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Lemmatizer.html" title="See companion class">class Lemmatizer</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Lemmatizer</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Lemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Lemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="Lemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
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+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.Lemmatizer"><span>Lemmatizer</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer$@##():Int" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):Lemmatizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="Lemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[Lemmatizer]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="Lemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Lemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="Lemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Lemmatizer.html b/docs/api/com/johnsnowlabs/nlp/annotators/Lemmatizer.html
new file mode 100644
index 00000000000000..49d3f015dd72d2
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/Lemmatizer.html
@@ -0,0 +1,1727 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Lemmatizer - com.johnsnowlabs.nlp.annotators.Lemmatizer</title>
+          <meta name="description" content="Lemmatizer - com.johnsnowlabs.nlp.annotators.Lemmatizer" />
+          <meta name="keywords" content="Lemmatizer com.johnsnowlabs.nlp.annotators.Lemmatizer" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.Lemmatizer';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="Lemmatizer$.html" title="See companion object"><img alt="Class/Object" src="../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="Lemmatizer$.html" title="See companion object">Lemmatizer</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Lemmatizer$.html" title="See companion object">object Lemmatizer</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Lemmatizer</span><span class="result"> extends <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Class to find standarized lemmas from words. Uses a user-provided or default dictionary.</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>], <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.Lemmatizer"><span>Lemmatizer</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorApproach"><span>AnnotatorApproach</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="org.apache.spark.ml.Estimator"><span>Estimator</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.Lemmatizer#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.Lemmatizer"></a>
+      <a id="&lt;init&gt;:Lemmatizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Lemmatizer</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.Lemmatizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Lemmatizer#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.Lemmatizer"></a>
+      <a id="&lt;init&gt;:Lemmatizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Lemmatizer</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.Lemmatizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">uid</dt><dd class="cmt"><p>required internal uid provided by constructor</p></dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#beforeTraining" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="beforeTraining(SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeTraining</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):Lemmatizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]"></a>
+      <a id="copy(ParamMap):Estimator[LemmatizerModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Lemmatizer#description" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="description:String"></a>
+      <a id="description:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">description</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@description:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a> → <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Lemmatizer#dictionary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="dictionary:com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam"></a>
+      <a id="dictionary:ExternalResourceParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dictionary</span><span class="result">: <a href="param/ExternalResourceParam.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam">ExternalResourceParam</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@dictionary:com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_]):M"></a>
+      <a id="fit(Dataset[_]):LemmatizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <a href="LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@fit(dataset:org.apache.spark.sql.Dataset[_]):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]"></a>
+      <a id="fit(Dataset[_],Array[ParamMap]):Seq[LemmatizerModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMaps">paramMaps: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="fit(Dataset[_],ParamMap):LemmatizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M"></a>
+      <a id="fit(Dataset[_],ParamPair[_],ParamPair[_]*):LemmatizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Lemmatizer#getDictionary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getDictionary:com.johnsnowlabs.nlp.util.io.ExternalResource"></a>
+      <a id="getDictionary:ExternalResource"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDictionary</span><span class="result">: <a href="../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@getDictionary:com.johnsnowlabs.nlp.util.io.ExternalResource" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Lemmatizer#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[Lemmatizer.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.Lemmatizer.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@inputAnnotatorTypes:Array[Lemmatizer.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a> → <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@logName:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#onTrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onTrained(LemmatizerModel,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onTrained</span><span class="params">(<span name="model">model: <a href="LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Lemmatizer#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:Lemmatizer.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.Lemmatizer.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@outputAnnotatorType:Lemmatizer.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a> → <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):Lemmatizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):Lemmatizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):Lemmatizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):Lemmatizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):Lemmatizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Lemmatizer#setDictionary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setDictionary(path:String,keyDelimiter:String,valueDelimiter:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):Lemmatizer.this.type"></a>
+      <a id="setDictionary(String,String,String,Format,Map[String,String]):Lemmatizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDictionary</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="keyDelimiter">keyDelimiter: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="valueDelimiter">valueDelimiter: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="readAs">readAs: <a href="../util/io/ReadAs$.html#Format=com.johnsnowlabs.nlp.util.io.ReadAs.Value" class="extmbr" name="com.johnsnowlabs.nlp.util.io.ReadAs.Format">Format</a> = <span class="symbol"><span class="name"><a href="../../../package.html">ReadAs.LINE_BY_LINE</a></span></span></span>, <span name="options">options: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Map(&quot;format&quot; -&gt; &quot;text&quot;)</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@setDictionary(path:String,keyDelimiter:String,valueDelimiter:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):Lemmatizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Lemmatizer#setDictionary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setDictionary(value:com.johnsnowlabs.nlp.util.io.ExternalResource):Lemmatizer.this.type"></a>
+      <a id="setDictionary(ExternalResource):Lemmatizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDictionary</span><span class="params">(<span name="value">value: <a href="../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@setDictionary(value:com.johnsnowlabs.nlp.util.io.ExternalResource):Lemmatizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):Lemmatizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):Lemmatizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):Lemmatizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Lemmatizer#train" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.LemmatizerModel"></a>
+      <a id="train(Dataset[_],Option[PipelineModel]):LemmatizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">train</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursivePipeline">recursivePipeline: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</span>)</span><span class="result">: <a href="LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.LemmatizerModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a> → <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Lemmatizer#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@uid:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">required internal uid provided by constructor</p><div class="fullcomment"><div class="comment cmt"><p>required internal uid provided by constructor</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Lemmatizer@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.AnnotatorApproach">
+              <h3>Inherited from <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Estimator">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/LemmatizerModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/LemmatizerModel$.html
new file mode 100644
index 00000000000000..9889bcd0262892
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/LemmatizerModel$.html
@@ -0,0 +1,570 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>LemmatizerModel - com.johnsnowlabs.nlp.annotators.LemmatizerModel</title>
+          <meta name="description" content="LemmatizerModel - com.johnsnowlabs.nlp.annotators.LemmatizerModel" />
+          <meta name="keywords" content="LemmatizerModel com.johnsnowlabs.nlp.annotators.LemmatizerModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.LemmatizerModel$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="LemmatizerModel.html" title="See companion class"><img alt="Object/Class" src="../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="LemmatizerModel.html" title="See companion class">LemmatizerModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="LemmatizerModel.html" title="See companion class">class LemmatizerModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">LemmatizerModel</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>] with <a href="PretrainedLemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.PretrainedLemmatizer">PretrainedLemmatizer</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((LemmatizerModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel$@finalize():Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel$@hashCode():Int" title="Permalink" target="_top">
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):LemmatizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
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+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel$@notify():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.PretrainedLemmatizer#pretrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.LemmatizerModel"></a>
+      <a id="pretrained(String,String,String):LemmatizerModel"></a>
+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel$@pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.LemmatizerModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="PretrainedLemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.PretrainedLemmatizer">PretrainedLemmatizer</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[LemmatizerModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.PretrainedLemmatizer">
+              <h3>Inherited from <a href="PretrainedLemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.PretrainedLemmatizer">PretrainedLemmatizer</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/LemmatizerModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/LemmatizerModel.html
new file mode 100644
index 00000000000000..596f456bbfbc0c
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/LemmatizerModel.html
@@ -0,0 +1,2092 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>LemmatizerModel - com.johnsnowlabs.nlp.annotators.LemmatizerModel</title>
+          <meta name="description" content="LemmatizerModel - com.johnsnowlabs.nlp.annotators.LemmatizerModel" />
+          <meta name="keywords" content="LemmatizerModel com.johnsnowlabs.nlp.annotators.LemmatizerModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
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+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.LemmatizerModel';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="LemmatizerModel$.html" title="See companion object"><img alt="Class/Object" src="../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="LemmatizerModel$.html" title="See companion object">LemmatizerModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="LemmatizerModel$.html" title="See companion object">object LemmatizerModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">LemmatizerModel</span><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>], <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>], <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel"><span>LemmatizerModel</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.LemmatizerModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.LemmatizerModel"></a>
+      <a id="&lt;init&gt;:LemmatizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">LemmatizerModel</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.LemmatizerModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.LemmatizerModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.LemmatizerModel"></a>
+      <a id="&lt;init&gt;:LemmatizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">LemmatizerModel</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.LemmatizerModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.LemmatizerModel#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>one to one annotation from token to a lemmatized word, if found on dictionary or leave the word as is</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a> → <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):LemmatizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):LemmatizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.LemmatizerModel#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[LemmatizerModel.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@inputAnnotatorTypes:Array[LemmatizerModel.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a> → <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.LemmatizerModel#lemmaDict" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="lemmaDict:com.johnsnowlabs.nlp.serialization.MapFeature[String,String]"></a>
+      <a id="lemmaDict:MapFeature[String,String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
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+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):LemmatizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):LemmatizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):LemmatizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):LemmatizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):LemmatizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):LemmatizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):LemmatizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):LemmatizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):LemmatizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):LemmatizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):LemmatizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):LemmatizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):LemmatizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):LemmatizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):LemmatizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.LemmatizerModel#setLemmaDict" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setLemmaDict(value:Map[String,String]):LemmatizerModel.this.type"></a>
+      <a id="setLemmaDict(Map[String,String]):LemmatizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setLemmaDict</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@setLemmaDict(value:Map[String,String]):LemmatizerModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):LemmatizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[LemmatizerModel]):LemmatizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.LemmatizerModel#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@uid:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.LemmatizerModel@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Normalizer$.html b/docs/api/com/johnsnowlabs/nlp/annotators/Normalizer$.html
new file mode 100644
index 00000000000000..c57ed8a9c1c840
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/Normalizer$.html
@@ -0,0 +1,532 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Normalizer - com.johnsnowlabs.nlp.annotators.Normalizer</title>
+          <meta name="description" content="Normalizer - com.johnsnowlabs.nlp.annotators.Normalizer" />
+          <meta name="keywords" content="Normalizer com.johnsnowlabs.nlp.annotators.Normalizer" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.Normalizer$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="Normalizer.html" title="See companion class"><img alt="Object/Class" src="../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="Normalizer.html" title="See companion class">Normalizer</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Normalizer.html" title="See companion class">class Normalizer</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Normalizer</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.Normalizer"><span>Normalizer</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+        
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+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
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+      <h4 class="signature">
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+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):Normalizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a></span>
+      </span>
+      </h4><span class="permalink">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer$@notify():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer$@notifyAll():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[Normalizer]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer$@toString():String" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer$@wait():Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Normalizer.html b/docs/api/com/johnsnowlabs/nlp/annotators/Normalizer.html
new file mode 100644
index 00000000000000..0911315de7cdd2
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/Normalizer.html
@@ -0,0 +1,1863 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Normalizer - com.johnsnowlabs.nlp.annotators.Normalizer</title>
+          <meta name="description" content="Normalizer - com.johnsnowlabs.nlp.annotators.Normalizer" />
+          <meta name="keywords" content="Normalizer com.johnsnowlabs.nlp.annotators.Normalizer" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.Normalizer';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="Normalizer$.html" title="See companion object"><img alt="Class/Object" src="../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="Normalizer$.html" title="See companion object">Normalizer</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Normalizer$.html" title="See companion object">object Normalizer</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Normalizer</span><span class="result"> extends <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Annotator that cleans out tokens. Requires stems, hence tokens</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>], <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.Normalizer"><span>Normalizer</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorApproach"><span>AnnotatorApproach</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="org.apache.spark.ml.Estimator"><span>Estimator</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.Normalizer#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.Normalizer"></a>
+      <a id="&lt;init&gt;:Normalizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Normalizer</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.Normalizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Normalizer#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.Normalizer"></a>
+      <a id="&lt;init&gt;:Normalizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Normalizer</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.Normalizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">uid</dt><dd class="cmt"><p>required internal uid for saving annotator</p></dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#beforeTraining" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="beforeTraining(SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeTraining</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Normalizer#cleanupPatterns" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="cleanupPatterns:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="cleanupPatterns:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">cleanupPatterns</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@cleanupPatterns:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):Normalizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]"></a>
+      <a id="copy(ParamMap):Estimator[NormalizerModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Normalizer#description" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="description:String"></a>
+      <a id="description:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">description</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@description:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a> → <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_]):M"></a>
+      <a id="fit(Dataset[_]):NormalizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <a href="NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@fit(dataset:org.apache.spark.sql.Dataset[_]):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]"></a>
+      <a id="fit(Dataset[_],Array[ParamMap]):Seq[NormalizerModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMaps">paramMaps: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="fit(Dataset[_],ParamMap):NormalizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M"></a>
+      <a id="fit(Dataset[_],ParamPair[_],ParamPair[_]*):NormalizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Normalizer#getCleanupPatterns" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getCleanupPatterns:Array[String]"></a>
+      <a id="getCleanupPatterns:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getCleanupPatterns</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@getCleanupPatterns:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Normalizer#getLowercase" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getLowercase:Boolean"></a>
+      <a id="getLowercase:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLowercase</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@getLowercase:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Normalizer#getSlangMatchCase" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getSlangMatchCase:Boolean"></a>
+      <a id="getSlangMatchCase:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getSlangMatchCase</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@getSlangMatchCase:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Normalizer#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a> → <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@logName:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Normalizer#lowercase" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="lowercase:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="lowercase:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">lowercase</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@lowercase:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#onTrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onTrained(NormalizerModel,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onTrained</span><span class="params">(<span name="model">model: <a href="NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Normalizer#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:Normalizer.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.Normalizer.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@outputAnnotatorType:Normalizer.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a> → <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):Normalizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):Normalizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):Normalizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Normalizer#setCleanupPatterns" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setCleanupPatterns(value:Array[String]):Normalizer.this.type"></a>
+      <a id="setCleanupPatterns(Array[String]):Normalizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setCleanupPatterns</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@setCleanupPatterns(value:Array[String]):Normalizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):Normalizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):Normalizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):Normalizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):Normalizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Normalizer#setLowercase" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setLowercase(value:Boolean):Normalizer.this.type"></a>
+      <a id="setLowercase(Boolean):Normalizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setLowercase</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@setLowercase(value:Boolean):Normalizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):Normalizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Normalizer#setSlangDictionary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setSlangDictionary(path:String,delimiter:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):Normalizer.this.type"></a>
+      <a id="setSlangDictionary(String,String,Format,Map[String,String]):Normalizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setSlangDictionary</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="delimiter">delimiter: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="readAs">readAs: <a href="../util/io/ReadAs$.html#Format=com.johnsnowlabs.nlp.util.io.ReadAs.Value" class="extmbr" name="com.johnsnowlabs.nlp.util.io.ReadAs.Format">Format</a> = <span class="symbol"><span class="name"><a href="../../../package.html">ReadAs.LINE_BY_LINE</a></span></span></span>, <span name="options">options: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Map(&quot;format&quot; -&gt; &quot;text&quot;)</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@setSlangDictionary(path:String,delimiter:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):Normalizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Normalizer#setSlangDictionary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setSlangDictionary(value:com.johnsnowlabs.nlp.util.io.ExternalResource):Normalizer.this.type"></a>
+      <a id="setSlangDictionary(ExternalResource):Normalizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setSlangDictionary</span><span class="params">(<span name="value">value: <a href="../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@setSlangDictionary(value:com.johnsnowlabs.nlp.util.io.ExternalResource):Normalizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Normalizer#setSlangMatchCase" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setSlangMatchCase(value:Boolean):Normalizer.this.type"></a>
+      <a id="setSlangMatchCase(Boolean):Normalizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setSlangMatchCase</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@setSlangMatchCase(value:Boolean):Normalizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Normalizer#slangDictionary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="slangDictionary:com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam"></a>
+      <a id="slangDictionary:ExternalResourceParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">slangDictionary</span><span class="result">: <a href="param/ExternalResourceParam.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam">ExternalResourceParam</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@slangDictionary:com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Normalizer#slangMatchCase" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="slangMatchCase:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="slangMatchCase:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">slangMatchCase</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@slangMatchCase:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Normalizer#train" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.NormalizerModel"></a>
+      <a id="train(Dataset[_],Option[PipelineModel]):NormalizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">train</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursivePipeline">recursivePipeline: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</span>)</span><span class="result">: <a href="NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.NormalizerModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a> → <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Normalizer#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@uid:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">required internal uid for saving annotator</p><div class="fullcomment"><div class="comment cmt"><p>required internal uid for saving annotator</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Normalizer@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.AnnotatorApproach">
+              <h3>Inherited from <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Estimator">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/NormalizerModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/NormalizerModel$.html
new file mode 100644
index 00000000000000..6e541813097b34
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/NormalizerModel$.html
@@ -0,0 +1,551 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NormalizerModel - com.johnsnowlabs.nlp.annotators.NormalizerModel</title>
+          <meta name="description" content="NormalizerModel - com.johnsnowlabs.nlp.annotators.NormalizerModel" />
+          <meta name="keywords" content="NormalizerModel com.johnsnowlabs.nlp.annotators.NormalizerModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.NormalizerModel$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="NormalizerModel.html" title="See companion class"><img alt="Object/Class" src="../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="NormalizerModel.html" title="See companion class">NormalizerModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="NormalizerModel.html" title="See companion class">class NormalizerModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NormalizerModel</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.NormalizerModel"><span>NormalizerModel</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((NormalizerModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <a id="load(path:String):T"></a>
+      <a id="load(String):NormalizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a></span>
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+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[NormalizerModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
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+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
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+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/NormalizerModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/NormalizerModel.html
new file mode 100644
index 00000000000000..4c20ebc12123a6
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/NormalizerModel.html
@@ -0,0 +1,2279 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NormalizerModel - com.johnsnowlabs.nlp.annotators.NormalizerModel</title>
+          <meta name="description" content="NormalizerModel - com.johnsnowlabs.nlp.annotators.NormalizerModel" />
+          <meta name="keywords" content="NormalizerModel com.johnsnowlabs.nlp.annotators.NormalizerModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="NormalizerModel$.html" title="See companion object"><img alt="Class/Object" src="../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="NormalizerModel$.html" title="See companion object">NormalizerModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="NormalizerModel$.html" title="See companion object">object NormalizerModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NormalizerModel</span><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>], <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>], <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.NormalizerModel"><span>NormalizerModel</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.NormalizerModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.NormalizerModel"></a>
+      <a id="&lt;init&gt;:NormalizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NormalizerModel</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.NormalizerModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.NormalizerModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.NormalizerModel"></a>
+      <a id="&lt;init&gt;:NormalizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NormalizerModel</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.NormalizerModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.NormalizerModel#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">ToDo: Review implementation, Current implementation generates spaces between non-words, potentially breaking tokens</p><div class="fullcomment"><div class="comment cmt"><p>ToDo: Review implementation, Current implementation generates spaces between non-words, potentially breaking tokens</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a> → <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.NormalizerModel#applyRegexPatterns" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="applyRegexPatterns(word:String):String"></a>
+      <a id="applyRegexPatterns(String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">applyRegexPatterns</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@applyRegexPatterns(word:String):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.NormalizerModel#cleanupPatterns" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="cleanupPatterns:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="cleanupPatterns:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">cleanupPatterns</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@cleanupPatterns:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):NormalizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):NormalizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.NormalizerModel#getCleanupPatterns" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getCleanupPatterns:Array[String]"></a>
+      <a id="getCleanupPatterns:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getCleanupPatterns</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@getCleanupPatterns:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.NormalizerModel#getLowercase" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getLowercase:Boolean"></a>
+      <a id="getLowercase:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLowercase</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@getLowercase:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.NormalizerModel#getSlangDict" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getSlangDict:Map[String,String]"></a>
+      <a id="getSlangDict:Map[String,String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getSlangDict</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@getSlangDict:Map[String,String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.NormalizerModel#getSlangMatchCase" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getSlangMatchCase:Boolean"></a>
+      <a id="getSlangMatchCase:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getSlangMatchCase</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@getSlangMatchCase:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.NormalizerModel#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[NormalizerModel.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.NormalizerModel.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@inputAnnotatorTypes:Array[NormalizerModel.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a> → <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@logName:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.NormalizerModel#lowercase" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="lowercase:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="lowercase:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">lowercase</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@lowercase:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.NormalizerModel#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:NormalizerModel.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.NormalizerModel.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@outputAnnotatorType:NormalizerModel.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a> → <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[NormalizerModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):NormalizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):NormalizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
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+      <h4 class="signature">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):NormalizerModel.this.type"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):NormalizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.NormalizerModel#setCleanupPatterns" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setCleanupPatterns(value:Array[String]):NormalizerModel.this.type"></a>
+      <a id="setCleanupPatterns(Array[String]):NormalizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@setCleanupPatterns(value:Array[String]):NormalizerModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="setDefault[T](StructFeature[T],()⇒T):NormalizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):NormalizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):NormalizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):NormalizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):NormalizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):NormalizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):NormalizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):NormalizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.NormalizerModel#setLowercase" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setLowercase(value:Boolean):NormalizerModel.this.type"></a>
+      <a id="setLowercase(Boolean):NormalizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setLowercase</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@setLowercase(value:Boolean):NormalizerModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):NormalizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[NormalizerModel]):NormalizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.NormalizerModel#setSlangDict" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setSlangDict(value:Map[String,String]):NormalizerModel.this.type"></a>
+      <a id="setSlangDict(Map[String,String]):NormalizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setSlangDict</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@setSlangDict(value:Map[String,String]):NormalizerModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.NormalizerModel#setSlangMatchCase" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setSlangMatchCase(value:Boolean):NormalizerModel.this.type"></a>
+      <a id="setSlangMatchCase(Boolean):NormalizerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setSlangMatchCase</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@setSlangMatchCase(value:Boolean):NormalizerModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.NormalizerModel#slangDict" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="slangDict:com.johnsnowlabs.nlp.serialization.MapFeature[String,String]"></a>
+      <a id="slangDict:MapFeature[String,String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">slangDict</span><span class="result">: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@slangDict:com.johnsnowlabs.nlp.serialization.MapFeature[String,String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.NormalizerModel#slangMatchCase" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="slangMatchCase:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="slangMatchCase:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">slangMatchCase</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@slangMatchCase:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.NormalizerModel#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@uid:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.NormalizerModel@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
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+
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+              <h3>Inherited from <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
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+              <h3>Inherited from <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
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+              <h3>Inherited from <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
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+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
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+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/PretrainedLemmatizer.html b/docs/api/com/johnsnowlabs/nlp/annotators/PretrainedLemmatizer.html
new file mode 100644
index 00000000000000..cab9b547c5011f
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/PretrainedLemmatizer.html
@@ -0,0 +1,502 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PretrainedLemmatizer - com.johnsnowlabs.nlp.annotators.PretrainedLemmatizer</title>
+          <meta name="description" content="PretrainedLemmatizer - com.johnsnowlabs.nlp.annotators.PretrainedLemmatizer" />
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+        <h1>PretrainedLemmatizer</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
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+      <h4 id="signature" class="signature">
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+        <span class="kind">trait</span>
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+        <span class="name">PretrainedLemmatizer</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+      <span class="symbol">
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/PretrainedTokenizer.html b/docs/api/com/johnsnowlabs/nlp/annotators/PretrainedTokenizer.html
new file mode 100644
index 00000000000000..b75de25e82350d
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/PretrainedTokenizer.html
@@ -0,0 +1,502 @@
+<!DOCTYPE html >
+<html>
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+        <h1>PretrainedTokenizer</h1><h3><span class="morelinks"><div>Related Doc:
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+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;token_rules&quot;</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;en&quot;</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="../../../package.html">ResourceDownloader.publicLoc</a></span></span></span>)</span><span class="result">: <a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcher$.html b/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcher$.html
new file mode 100644
index 00000000000000..5b3b4c1509670f
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcher$.html
@@ -0,0 +1,532 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>RegexMatcher - com.johnsnowlabs.nlp.annotators.RegexMatcher</title>
+          <meta name="description" content="RegexMatcher - com.johnsnowlabs.nlp.annotators.RegexMatcher" />
+          <meta name="keywords" content="RegexMatcher com.johnsnowlabs.nlp.annotators.RegexMatcher" />
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+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="RegexMatcher.html" title="See companion class"><img alt="Object/Class" src="../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="RegexMatcher.html" title="See companion class">RegexMatcher</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="RegexMatcher.html" title="See companion class">class RegexMatcher</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RegexMatcher</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="RegexMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="RegexMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="RegexMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.RegexMatcher"><span>RegexMatcher</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):RegexMatcher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="RegexMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher$@notify():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[RegexMatcher]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="RegexMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher$@toString():String" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="RegexMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="RegexMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcher.html b/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcher.html
new file mode 100644
index 00000000000000..a766bed584be5b
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcher.html
@@ -0,0 +1,1761 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>RegexMatcher - com.johnsnowlabs.nlp.annotators.RegexMatcher</title>
+          <meta name="description" content="RegexMatcher - com.johnsnowlabs.nlp.annotators.RegexMatcher" />
+          <meta name="keywords" content="RegexMatcher com.johnsnowlabs.nlp.annotators.RegexMatcher" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.RegexMatcher';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="RegexMatcher$.html" title="See companion object"><img alt="Class/Object" src="../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="RegexMatcher$.html" title="See companion object">RegexMatcher</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="RegexMatcher$.html" title="See companion object">object RegexMatcher</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RegexMatcher</span><span class="result"> extends <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>], <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.RegexMatcher"><span>RegexMatcher</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorApproach"><span>AnnotatorApproach</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="org.apache.spark.ml.Estimator"><span>Estimator</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.RegexMatcher#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.RegexMatcher"></a>
+      <a id="&lt;init&gt;:RegexMatcher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RegexMatcher</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.RegexMatcher" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcher#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.RegexMatcher"></a>
+      <a id="&lt;init&gt;:RegexMatcher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RegexMatcher</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.RegexMatcher" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#beforeTraining" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="beforeTraining(SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeTraining</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):RegexMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]"></a>
+      <a id="copy(ParamMap):Estimator[RegexMatcherModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcher#description" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="description:String"></a>
+      <a id="description:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">description</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@description:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a> → <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_]):M"></a>
+      <a id="fit(Dataset[_]):RegexMatcherModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <a href="RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@fit(dataset:org.apache.spark.sql.Dataset[_]):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]"></a>
+      <a id="fit(Dataset[_],Array[ParamMap]):Seq[RegexMatcherModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMaps">paramMaps: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="fit(Dataset[_],ParamMap):RegexMatcherModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M"></a>
+      <a id="fit(Dataset[_],ParamPair[_],ParamPair[_]*):RegexMatcherModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcher#getStrategy" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getStrategy:String"></a>
+      <a id="getStrategy:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getStrategy</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@getStrategy:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcher#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[RegexMatcher.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.RegexMatcher.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@inputAnnotatorTypes:Array[RegexMatcher.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a> → <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@logName:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#onTrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onTrained(RegexMatcherModel,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onTrained</span><span class="params">(<span name="model">model: <a href="RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcher#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:RegexMatcher.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.RegexMatcher.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@outputAnnotatorType:RegexMatcher.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a> → <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcher#rules" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="rules:com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam"></a>
+      <a id="rules:ExternalResourceParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">rules</span><span class="result">: <a href="param/ExternalResourceParam.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam">ExternalResourceParam</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@rules:com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):RegexMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):RegexMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):RegexMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):RegexMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):RegexMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):RegexMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):RegexMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):RegexMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcher#setRules" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setRules(path:String,delimiter:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):RegexMatcher.this.type"></a>
+      <a id="setRules(String,String,Format,Map[String,String]):RegexMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setRules</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="delimiter">delimiter: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="readAs">readAs: <a href="../util/io/ReadAs$.html#Format=com.johnsnowlabs.nlp.util.io.ReadAs.Value" class="extmbr" name="com.johnsnowlabs.nlp.util.io.ReadAs.Format">Format</a> = <span class="symbol"><span class="name"><a href="../../../package.html">ReadAs.LINE_BY_LINE</a></span></span></span>, <span name="options">options: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Map(&quot;format&quot; -&gt; &quot;text&quot;)</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@setRules(path:String,delimiter:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):RegexMatcher.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcher#setRules" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setRules(value:com.johnsnowlabs.nlp.util.io.ExternalResource):RegexMatcher.this.type"></a>
+      <a id="setRules(ExternalResource):RegexMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setRules</span><span class="params">(<span name="value">value: <a href="../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@setRules(value:com.johnsnowlabs.nlp.util.io.ExternalResource):RegexMatcher.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcher#setStrategy" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setStrategy(value:String):RegexMatcher.this.type"></a>
+      <a id="setStrategy(String):RegexMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setStrategy</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@setStrategy(value:String):RegexMatcher.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcher#strategy" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="strategy:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="strategy:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">strategy</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@strategy:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcher#train" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.RegexMatcherModel"></a>
+      <a id="train(Dataset[_],Option[PipelineModel]):RegexMatcherModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">train</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursivePipeline">recursivePipeline: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</span>)</span><span class="result">: <a href="RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.RegexMatcherModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a> → <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcher#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@uid:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcher@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.AnnotatorApproach">
+              <h3>Inherited from <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Estimator">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcherModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcherModel$.html
new file mode 100644
index 00000000000000..e2a2e001ad289f
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcherModel$.html
@@ -0,0 +1,551 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>RegexMatcherModel - com.johnsnowlabs.nlp.annotators.RegexMatcherModel</title>
+          <meta name="description" content="RegexMatcherModel - com.johnsnowlabs.nlp.annotators.RegexMatcherModel" />
+          <meta name="keywords" content="RegexMatcherModel com.johnsnowlabs.nlp.annotators.RegexMatcherModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.RegexMatcherModel$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="RegexMatcherModel.html" title="See companion class"><img alt="Object/Class" src="../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="RegexMatcherModel.html" title="See companion class">RegexMatcherModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="RegexMatcherModel.html" title="See companion class">class RegexMatcherModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RegexMatcherModel</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel"><span>RegexMatcherModel</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel$@##():Int" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((RegexMatcherModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel$@finalize():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):RegexMatcherModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel$@notifyAll():Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[RegexMatcherModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel$@wait():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcherModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcherModel.html
new file mode 100644
index 00000000000000..fcf3cb34ff16ec
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcherModel.html
@@ -0,0 +1,2161 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>RegexMatcherModel - com.johnsnowlabs.nlp.annotators.RegexMatcherModel</title>
+          <meta name="description" content="RegexMatcherModel - com.johnsnowlabs.nlp.annotators.RegexMatcherModel" />
+          <meta name="keywords" content="RegexMatcherModel com.johnsnowlabs.nlp.annotators.RegexMatcherModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.RegexMatcherModel';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="RegexMatcherModel$.html" title="See companion object"><img alt="Class/Object" src="../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="RegexMatcherModel$.html" title="See companion object">RegexMatcherModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="RegexMatcherModel$.html" title="See companion object">object RegexMatcherModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RegexMatcherModel</span><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Matches regular expressions and maps them to specified values optionally provided
+Rules are provided from external source file</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>], <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>], <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel"><span>RegexMatcherModel</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.RegexMatcherModel"></a>
+      <a id="&lt;init&gt;:RegexMatcherModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RegexMatcherModel</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.RegexMatcherModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.RegexMatcherModel"></a>
+      <a id="&lt;init&gt;:RegexMatcherModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RegexMatcherModel</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.RegexMatcherModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">uid</dt><dd class="cmt"><p>internal element required for storing annotator to disk</p></dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">one-to-many annotation that returns matches as annotations</p><div class="fullcomment"><div class="comment cmt"><p>one-to-many annotation that returns matches as annotations</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a> → <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):RegexMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):RegexMatcherModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel#getRules" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getRules:Array[(String,String)]"></a>
+      <a id="getRules:Array[(String,String)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getRules</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@getRules:Array[(String,String)]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel#getStrategy" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getStrategy:String"></a>
+      <a id="getStrategy:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getStrategy</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@getStrategy:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[RegexMatcherModel.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@inputAnnotatorTypes:Array[RegexMatcherModel.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a> → <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@logName:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:RegexMatcherModel.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@outputAnnotatorType:RegexMatcherModel.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a> → <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[RegexMatcherModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel#rules" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="rules:com.johnsnowlabs.nlp.serialization.ArrayFeature[(String,String)]"></a>
+      <a id="rules:ArrayFeature[(String,String)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">rules</span><span class="result">: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@rules:com.johnsnowlabs.nlp.serialization.ArrayFeature[(String,String)]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):RegexMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):RegexMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):RegexMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):RegexMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):RegexMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):RegexMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):RegexMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):RegexMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):RegexMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):RegexMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):RegexMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):RegexMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):RegexMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):RegexMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):RegexMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):RegexMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[RegexMatcherModel]):RegexMatcherModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel#setRules" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setRules(value:Array[(String,String)]):RegexMatcherModel.this.type"></a>
+      <a id="setRules(Array[(String,String)]):RegexMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setRules</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>)]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@setRules(value:Array[(String,String)]):RegexMatcherModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel#setStrategy" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setStrategy(value:String):RegexMatcherModel.this.type"></a>
+      <a id="setStrategy(String):RegexMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setStrategy</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@setStrategy(value:String):RegexMatcherModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel#strategy" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="strategy:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="strategy:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">strategy</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@strategy:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@uid:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">internal element required for storing annotator to disk</p><div class="fullcomment"><div class="comment cmt"><p>internal element required for storing annotator to disk</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.RegexMatcherModel@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/SimpleTokenizer.html b/docs/api/com/johnsnowlabs/nlp/annotators/SimpleTokenizer.html
new file mode 100644
index 00000000000000..b70d3f74923693
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/SimpleTokenizer.html
@@ -0,0 +1,2126 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SimpleTokenizer - com.johnsnowlabs.nlp.annotators.SimpleTokenizer</title>
+          <meta name="description" content="SimpleTokenizer - com.johnsnowlabs.nlp.annotators.SimpleTokenizer" />
+          <meta name="keywords" content="SimpleTokenizer com.johnsnowlabs.nlp.annotators.SimpleTokenizer" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.SimpleTokenizer';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1>SimpleTokenizer</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SimpleTokenizer</span><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>], <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>], <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer"><span>SimpleTokenizer</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.SimpleTokenizer"></a>
+      <a id="&lt;init&gt;:SimpleTokenizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SimpleTokenizer</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.SimpleTokenizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.SimpleTokenizer"></a>
+      <a id="&lt;init&gt;:SimpleTokenizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SimpleTokenizer</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.SimpleTokenizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a document and annotations and produces new annotations of this annotator's annotation type
+</p><div class="fullcomment"><div class="comment cmt"><p>takes a document and annotations and produces new annotations of this annotator's annotation type
+</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a> → <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):SimpleTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):SimpleTokenizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a> → <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@logName:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:SimpleTokenizer.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@outputAnnotatorType:SimpleTokenizer.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a> → <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[SimpleTokenizer]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer#prefixes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="prefixes:com.johnsnowlabs.nlp.serialization.ArrayFeature[String]"></a>
+      <a id="prefixes:ArrayFeature[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">prefixes</span><span class="result">: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@prefixes:com.johnsnowlabs.nlp.serialization.ArrayFeature[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):SimpleTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):SimpleTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>.this.type</span>
+      </span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):SimpleTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):SimpleTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):SimpleTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):SimpleTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):SimpleTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):SimpleTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):SimpleTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):SimpleTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):SimpleTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):SimpleTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):SimpleTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[SimpleTokenizer]):SimpleTokenizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer#setPrefixes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setPrefixes(p:Array[String]):SimpleTokenizer.this.type"></a>
+      <a id="setPrefixes(Array[String]):SimpleTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setPrefixes</span><span class="params">(<span name="p">p: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@setPrefixes(p:Array[String]):SimpleTokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer#setSuffixes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setSuffixes(s:Array[String]):SimpleTokenizer.this.type"></a>
+      <a id="setSuffixes(Array[String]):SimpleTokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setSuffixes</span><span class="params">(<span name="s">s: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@setSuffixes(s:Array[String]):SimpleTokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer#suffixes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="suffixes:com.johnsnowlabs.nlp.serialization.ArrayFeature[String]"></a>
+      <a id="suffixes:ArrayFeature[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">suffixes</span><span class="result">: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@suffixes:com.johnsnowlabs.nlp.serialization.ArrayFeature[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@uid:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.SimpleTokenizer@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Stemmer$.html b/docs/api/com/johnsnowlabs/nlp/annotators/Stemmer$.html
new file mode 100644
index 00000000000000..6e92caaebc4c99
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/Stemmer$.html
@@ -0,0 +1,532 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Stemmer - com.johnsnowlabs.nlp.annotators.Stemmer</title>
+          <meta name="description" content="Stemmer - com.johnsnowlabs.nlp.annotators.Stemmer" />
+          <meta name="keywords" content="Stemmer com.johnsnowlabs.nlp.annotators.Stemmer" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.Stemmer$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="Stemmer.html" title="See companion class"><img alt="Object/Class" src="../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="Stemmer.html" title="See companion class">Stemmer</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Stemmer.html" title="See companion class">class Stemmer</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Stemmer</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.Stemmer"><span>Stemmer</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer$@##():Int" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):Stemmer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[Stemmer]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Stemmer.html b/docs/api/com/johnsnowlabs/nlp/annotators/Stemmer.html
new file mode 100644
index 00000000000000..47f654735fe2b9
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/Stemmer.html
@@ -0,0 +1,2109 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Stemmer - com.johnsnowlabs.nlp.annotators.Stemmer</title>
+          <meta name="description" content="Stemmer - com.johnsnowlabs.nlp.annotators.Stemmer" />
+          <meta name="keywords" content="Stemmer com.johnsnowlabs.nlp.annotators.Stemmer" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.Stemmer';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="Stemmer$.html" title="See companion object"><img alt="Class/Object" src="../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="Stemmer$.html" title="See companion object">Stemmer</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Stemmer$.html" title="See companion object">object Stemmer</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Stemmer</span><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Hard stemming of words for cut-of into standard word references</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>], <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>], <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.Stemmer"><span>Stemmer</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.Stemmer#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.Stemmer"></a>
+      <a id="&lt;init&gt;:Stemmer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Stemmer</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.Stemmer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Stemmer#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.Stemmer"></a>
+      <a id="&lt;init&gt;:Stemmer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Stemmer</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.Stemmer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">uid</dt><dd class="cmt"><p>internal uid element for storing annotator into disk</p></dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Stemmer#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">one-to-one stem annotation that returns single hard-stem per token</p><div class="fullcomment"><div class="comment cmt"><p>one-to-one stem annotation that returns single hard-stem per token</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a> → <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):Stemmer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):Stemmer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Stemmer#getLanguage" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getLanguage:String"></a>
+      <a id="getLanguage:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLanguage</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@getLanguage:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Stemmer#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[Stemmer.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.Stemmer.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@inputAnnotatorTypes:Array[Stemmer.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a> → <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Stemmer#language" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="language:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="language:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">language</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@language:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@logName:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Stemmer#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:Stemmer.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.Stemmer.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@outputAnnotatorType:Stemmer.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a> → <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[Stemmer]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):Stemmer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):Stemmer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):Stemmer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):Stemmer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):Stemmer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):Stemmer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):Stemmer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):Stemmer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):Stemmer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):Stemmer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):Stemmer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):Stemmer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):Stemmer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):Stemmer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):Stemmer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Stemmer#setLanguage" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setLanguage(value:String):com.johnsnowlabs.nlp.annotators.Stemmer"></a>
+      <a id="setLanguage(String):Stemmer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setLanguage</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@setLanguage(value:String):com.johnsnowlabs.nlp.annotators.Stemmer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):Stemmer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[Stemmer]):Stemmer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Stemmer#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@uid:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">internal uid element for storing annotator into disk</p><div class="fullcomment"><div class="comment cmt"><p>internal uid element for storing annotator into disk</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Stemmer@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcher$.html b/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcher$.html
new file mode 100644
index 00000000000000..b431dc6908dd02
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcher$.html
@@ -0,0 +1,532 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TextMatcher - com.johnsnowlabs.nlp.annotators.TextMatcher</title>
+          <meta name="description" content="TextMatcher - com.johnsnowlabs.nlp.annotators.TextMatcher" />
+          <meta name="keywords" content="TextMatcher com.johnsnowlabs.nlp.annotators.TextMatcher" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.TextMatcher$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="TextMatcher.html" title="See companion class"><img alt="Object/Class" src="../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="TextMatcher.html" title="See companion class">TextMatcher</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="TextMatcher.html" title="See companion class">class TextMatcher</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TextMatcher</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="TextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="TextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="TextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.TextMatcher"><span>TextMatcher</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
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+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <a id="isInstanceOf[T0]:Boolean"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="TextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a></span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[TextMatcher]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="TextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>]</span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="TextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="TextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcher.html b/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcher.html
new file mode 100644
index 00000000000000..b6f3a6df3dcf3a
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcher.html
@@ -0,0 +1,1761 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TextMatcher - com.johnsnowlabs.nlp.annotators.TextMatcher</title>
+          <meta name="description" content="TextMatcher - com.johnsnowlabs.nlp.annotators.TextMatcher" />
+          <meta name="keywords" content="TextMatcher com.johnsnowlabs.nlp.annotators.TextMatcher" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.TextMatcher';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="TextMatcher$.html" title="See companion object"><img alt="Class/Object" src="../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="TextMatcher$.html" title="See companion object">TextMatcher</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="TextMatcher$.html" title="See companion object">object TextMatcher</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TextMatcher</span><span class="result"> extends <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>], <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.TextMatcher"><span>TextMatcher</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorApproach"><span>AnnotatorApproach</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="org.apache.spark.ml.Estimator"><span>Estimator</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.TextMatcher#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.TextMatcher"></a>
+      <a id="&lt;init&gt;:TextMatcher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TextMatcher</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.TextMatcher" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcher#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.TextMatcher"></a>
+      <a id="&lt;init&gt;:TextMatcher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TextMatcher</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.TextMatcher" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#beforeTraining" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="beforeTraining(SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeTraining</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcher#caseSensitive" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="caseSensitive:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="caseSensitive:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">caseSensitive</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@caseSensitive:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):TextMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]"></a>
+      <a id="copy(ParamMap):Estimator[TextMatcherModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcher#description" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="description:String"></a>
+      <a id="description:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">description</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@description:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a> → <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcher#entities" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="entities:com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam"></a>
+      <a id="entities:ExternalResourceParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">entities</span><span class="result">: <a href="param/ExternalResourceParam.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam">ExternalResourceParam</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@entities:com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_]):M"></a>
+      <a id="fit(Dataset[_]):TextMatcherModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <a href="TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@fit(dataset:org.apache.spark.sql.Dataset[_]):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]"></a>
+      <a id="fit(Dataset[_],Array[ParamMap]):Seq[TextMatcherModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMaps">paramMaps: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="fit(Dataset[_],ParamMap):TextMatcherModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M"></a>
+      <a id="fit(Dataset[_],ParamPair[_],ParamPair[_]*):TextMatcherModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcher#getCaseSensitive" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getCaseSensitive:Boolean"></a>
+      <a id="getCaseSensitive:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getCaseSensitive</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@getCaseSensitive:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcher#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a> → <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@logName:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#onTrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onTrained(TextMatcherModel,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onTrained</span><span class="params">(<span name="model">model: <a href="TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcher#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:TextMatcher.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.TextMatcher.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@outputAnnotatorType:TextMatcher.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a> → <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):TextMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):TextMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):TextMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcher#setCaseSensitive" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setCaseSensitive(v:Boolean):TextMatcher.this.type"></a>
+      <a id="setCaseSensitive(Boolean):TextMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setCaseSensitive</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@setCaseSensitive(v:Boolean):TextMatcher.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):TextMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):TextMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcher#setEntities" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setEntities(path:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):TextMatcher.this.type"></a>
+      <a id="setEntities(String,Format,Map[String,String]):TextMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setEntities</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="readAs">readAs: <a href="../util/io/ReadAs$.html#Format=com.johnsnowlabs.nlp.util.io.ReadAs.Value" class="extmbr" name="com.johnsnowlabs.nlp.util.io.ReadAs.Format">Format</a></span>, <span name="options">options: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Map(&quot;format&quot; -&gt; &quot;text&quot;)</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@setEntities(path:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):TextMatcher.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcher#setEntities" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setEntities(value:com.johnsnowlabs.nlp.util.io.ExternalResource):TextMatcher.this.type"></a>
+      <a id="setEntities(ExternalResource):TextMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setEntities</span><span class="params">(<span name="value">value: <a href="../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@setEntities(value:com.johnsnowlabs.nlp.util.io.ExternalResource):TextMatcher.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):TextMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):TextMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):TextMatcher.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcher#train" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.TextMatcherModel"></a>
+      <a id="train(Dataset[_],Option[PipelineModel]):TextMatcherModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">train</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursivePipeline">recursivePipeline: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</span>)</span><span class="result">: <a href="TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.TextMatcherModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a> → <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcher#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@uid:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcher@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.AnnotatorApproach">
+              <h3>Inherited from <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Estimator">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcherModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcherModel$.html
new file mode 100644
index 00000000000000..fc10b3191c50dc
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcherModel$.html
@@ -0,0 +1,551 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TextMatcherModel - com.johnsnowlabs.nlp.annotators.TextMatcherModel</title>
+          <meta name="description" content="TextMatcherModel - com.johnsnowlabs.nlp.annotators.TextMatcherModel" />
+          <meta name="keywords" content="TextMatcherModel com.johnsnowlabs.nlp.annotators.TextMatcherModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.TextMatcherModel$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="TextMatcherModel.html" title="See companion class"><img alt="Object/Class" src="../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="TextMatcherModel.html" title="See companion class">TextMatcherModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="TextMatcherModel.html" title="See companion class">class TextMatcherModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TextMatcherModel</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel"><span>TextMatcherModel</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((TextMatcherModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
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+    </span>)</span>
+              
+        </dd></dl></div>
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+      <a id="eq(x$1:AnyRef):Boolean"></a>
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      
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+              
+        </dd></dl></div>
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):TextMatcherModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel$@notify():Unit" title="Permalink" target="_top">
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel$@notifyAll():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[TextMatcherModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel$@toString():String" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel$@wait():Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+        </div>
+
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcherModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcherModel.html
new file mode 100644
index 00000000000000..6a702260e86a24
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcherModel.html
@@ -0,0 +1,2160 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TextMatcherModel - com.johnsnowlabs.nlp.annotators.TextMatcherModel</title>
+          <meta name="description" content="TextMatcherModel - com.johnsnowlabs.nlp.annotators.TextMatcherModel" />
+          <meta name="keywords" content="TextMatcherModel com.johnsnowlabs.nlp.annotators.TextMatcherModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.TextMatcherModel';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="TextMatcherModel$.html" title="See companion object"><img alt="Class/Object" src="../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="TextMatcherModel$.html" title="See companion object">TextMatcherModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="TextMatcherModel$.html" title="See companion object">object TextMatcherModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TextMatcherModel</span><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Extracts entities out of provided phrases</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>], <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>], <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel"><span>TextMatcherModel</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.TextMatcherModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.TextMatcherModel"></a>
+      <a id="&lt;init&gt;:TextMatcherModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TextMatcherModel</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.TextMatcherModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">internal constructor for writabale annotator</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcherModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.TextMatcherModel"></a>
+      <a id="&lt;init&gt;:TextMatcherModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TextMatcherModel</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.TextMatcherModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">uid</dt><dd class="cmt"><p>internally renquired UID to make it writable</p></dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcherModel#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Defines annotator phrase matching depending on whether we are using SBD or not</p><div class="fullcomment"><div class="comment cmt"><p>Defines annotator phrase matching depending on whether we are using SBD or not</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a> → <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcherModel#caseSensitive" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="caseSensitive:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="caseSensitive:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">caseSensitive</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@caseSensitive:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):TextMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):TextMatcherModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcherModel#getCaseSensitive" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getCaseSensitive:Boolean"></a>
+      <a id="getCaseSensitive:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getCaseSensitive</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@getCaseSensitive:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcherModel#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[TextMatcherModel.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@inputAnnotatorTypes:Array[TextMatcherModel.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a> → <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@logName:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcherModel#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:TextMatcherModel.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@outputAnnotatorType:TextMatcherModel.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a> → <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[TextMatcherModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcherModel#parsedEntities" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="parsedEntities:com.johnsnowlabs.nlp.serialization.ArrayFeature[Array[String]]"></a>
+      <a id="parsedEntities:ArrayFeature[Array[String]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parsedEntities</span><span class="result">: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@parsedEntities:com.johnsnowlabs.nlp.serialization.ArrayFeature[Array[String]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcherModel#searchTrie" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="searchTrie:com.johnsnowlabs.collections.SearchTrie"></a>
+      <a id="searchTrie:SearchTrie"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">searchTrie</span><span class="result">: <a href="../../collections/SearchTrie.html" class="extype" name="com.johnsnowlabs.collections.SearchTrie">SearchTrie</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@searchTrie:com.johnsnowlabs.collections.SearchTrie" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):TextMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):TextMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):TextMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):TextMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):TextMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):TextMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):TextMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcherModel#setCaseSensitive" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setCaseSensitive(v:Boolean):TextMatcherModel.this.type"></a>
+      <a id="setCaseSensitive(Boolean):TextMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setCaseSensitive</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@setCaseSensitive(v:Boolean):TextMatcherModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):TextMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):TextMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):TextMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):TextMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):TextMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):TextMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcherModel#setEntities" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setEntities(value:Array[Array[String]]):TextMatcherModel.this.type"></a>
+      <a id="setEntities(Array[Array[String]]):TextMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setEntities</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@setEntities(value:Array[Array[String]]):TextMatcherModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):TextMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):TextMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):TextMatcherModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[TextMatcherModel]):TextMatcherModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcherModel#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@uid:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">internally renquired UID to make it writable</p><div class="fullcomment"><div class="comment cmt"><p>internally renquired UID to make it writable</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.TextMatcherModel@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Tokenizer$.html b/docs/api/com/johnsnowlabs/nlp/annotators/Tokenizer$.html
new file mode 100644
index 00000000000000..161e0647db7ed0
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/Tokenizer$.html
@@ -0,0 +1,551 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Tokenizer - com.johnsnowlabs.nlp.annotators.Tokenizer</title>
+          <meta name="description" content="Tokenizer - com.johnsnowlabs.nlp.annotators.Tokenizer" />
+          <meta name="keywords" content="Tokenizer com.johnsnowlabs.nlp.annotators.Tokenizer" />
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+        <body class="value">
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+        <h1><a href="Tokenizer.html" title="See companion class">Tokenizer</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Tokenizer.html" title="See companion class">class Tokenizer</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
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+      <span class="symbol">
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+    </span>)</span>
+              
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+      <a id="eq(AnyRef):Boolean"></a>
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+      </span>
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+        <span class="modifier"></span>
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+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):Tokenizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.PretrainedTokenizer#pretrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.Tokenizer"></a>
+      <a id="pretrained(String,String,String):Tokenizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;token_rules&quot;</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;en&quot;</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="../../../package.html">ResourceDownloader.publicLoc</a></span></span></span>)</span><span class="result">: <a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer$@pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.Tokenizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="PretrainedTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.PretrainedTokenizer">PretrainedTokenizer</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[Tokenizer]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.PretrainedTokenizer">
+              <h3>Inherited from <a href="PretrainedTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.PretrainedTokenizer">PretrainedTokenizer</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Tokenizer.html b/docs/api/com/johnsnowlabs/nlp/annotators/Tokenizer.html
new file mode 100644
index 00000000000000..ce11ca1e0335f2
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/Tokenizer.html
@@ -0,0 +1,2571 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Tokenizer - com.johnsnowlabs.nlp.annotators.Tokenizer</title>
+          <meta name="description" content="Tokenizer - com.johnsnowlabs.nlp.annotators.Tokenizer" />
+          <meta name="keywords" content="Tokenizer com.johnsnowlabs.nlp.annotators.Tokenizer" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.Tokenizer';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="Tokenizer$.html" title="See companion object"><img alt="Class/Object" src="../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="Tokenizer$.html" title="See companion object">Tokenizer</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Tokenizer$.html" title="See companion object">object Tokenizer</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">package annotators</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Tokenizer</span><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Tokenizes raw text into word pieces, tokens.</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>], <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>], <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.Tokenizer"><span>Tokenizer</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.Tokenizer"></a>
+      <a id="&lt;init&gt;:Tokenizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Tokenizer</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.Tokenizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.Tokenizer"></a>
+      <a id="&lt;init&gt;:Tokenizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Tokenizer</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.Tokenizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">uid</dt><dd class="cmt"><p>required uid for storing annotator to disk</p></dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#addCompositeTokens" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="addCompositeTokens(value:String):Tokenizer.this.type"></a>
+      <a id="addCompositeTokens(String):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addCompositeTokens</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@addCompositeTokens(value:String):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#addContextChars" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="addContextChars(v:String):Tokenizer.this.type"></a>
+      <a id="addContextChars(String):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addContextChars</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@addContextChars(v:String):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#addExceptionTokens" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="addExceptionTokens(value:String):Tokenizer.this.type"></a>
+      <a id="addExceptionTokens(String):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addExceptionTokens</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@addExceptionTokens(value:String):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#addInfixPattern" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="addInfixPattern(value:String):Tokenizer.this.type"></a>
+      <a id="addInfixPattern(String):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addInfixPattern</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@addInfixPattern(value:String):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#addSplitChars" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="addSplitChars(v:String):Tokenizer.this.type"></a>
+      <a id="addSplitChars(String):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addSplitChars</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@addSplitChars(v:String):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">one to many annotation</p><div class="fullcomment"><div class="comment cmt"><p>one to many annotation</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> → <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#compositeTokens" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="compositeTokens:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="compositeTokens:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">compositeTokens</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@compositeTokens:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#contextChars" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="contextChars:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="contextChars:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">contextChars</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@contextChars:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):Tokenizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#exceptionTokens" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="exceptionTokens:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="exceptionTokens:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">exceptionTokens</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@exceptionTokens:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#getCompositeTokens" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getCompositeTokens:Array[String]"></a>
+      <a id="getCompositeTokens:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getCompositeTokens</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@getCompositeTokens:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#getContextChars" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getContextChars:Array[String]"></a>
+      <a id="getContextChars:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getContextChars</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@getContextChars:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#getExceptionTokens" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getExceptionTokens:Array[String]"></a>
+      <a id="getExceptionTokens:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getExceptionTokens</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@getExceptionTokens:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#getInfixPatterns" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getInfixPatterns:Array[String]"></a>
+      <a id="getInfixPatterns:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInfixPatterns</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@getInfixPatterns:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#getPrefixPattern" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getPrefixPattern:String"></a>
+      <a id="getPrefixPattern:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getPrefixPattern</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@getPrefixPattern:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#getSplitChars" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getSplitChars:Array[String]"></a>
+      <a id="getSplitChars:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getSplitChars</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@getSplitChars:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#getSuffixPattern" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getSuffixPattern:String"></a>
+      <a id="getSuffixPattern:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getSuffixPattern</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@getSuffixPattern:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#getTargetPattern" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getTargetPattern:String"></a>
+      <a id="getTargetPattern:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getTargetPattern</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@getTargetPattern:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#infixPatterns" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="infixPatterns:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="infixPatterns:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">infixPatterns</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@infixPatterns:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[Tokenizer.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.Tokenizer.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@inputAnnotatorTypes:Array[Tokenizer.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">A Tokenizer could require only for now a SentenceDetector annotator</p><div class="fullcomment"><div class="comment cmt"><p>A Tokenizer could require only for now a SentenceDetector annotator</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> → <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@logName:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:Tokenizer.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.Tokenizer.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@outputAnnotatorType:Tokenizer.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> → <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[Tokenizer]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#prefixPattern" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="prefixPattern:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="prefixPattern:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">prefixPattern</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@prefixPattern:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>.this.type</span>
+      </span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="set[T](SetFeature[T],Set[T]):Tokenizer.this.type"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
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+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#setCompositeTokens" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setCompositeTokens(value:Array[String]):Tokenizer.this.type"></a>
+      <a id="setCompositeTokens(Array[String]):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setCompositeTokens</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@setCompositeTokens(value:Array[String]):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#setContextChars" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setContextChars(v:Array[String]):Tokenizer.this.type"></a>
+      <a id="setContextChars(Array[String]):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@setContextChars(v:Array[String]):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#setExceptionTokens" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setExceptionTokens(value:Array[String]):Tokenizer.this.type"></a>
+      <a id="setExceptionTokens(Array[String]):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@setExceptionTokens(value:Array[String]):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#setInfixPatterns" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setInfixPatterns(value:Array[String]):Tokenizer.this.type"></a>
+      <a id="setInfixPatterns(Array[String]):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInfixPatterns</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@setInfixPatterns(value:Array[String]):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[Tokenizer]):Tokenizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#setPrefixPattern" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setPrefixPattern(value:String):Tokenizer.this.type"></a>
+      <a id="setPrefixPattern(String):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setPrefixPattern</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@setPrefixPattern(value:String):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#setSplitChars" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setSplitChars(v:Array[String]):Tokenizer.this.type"></a>
+      <a id="setSplitChars(Array[String]):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setSplitChars</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@setSplitChars(v:Array[String]):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#setSuffixPattern" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setSuffixPattern(value:String):Tokenizer.this.type"></a>
+      <a id="setSuffixPattern(String):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setSuffixPattern</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@setSuffixPattern(value:String):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#setTargetPattern" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setTargetPattern(value:String):Tokenizer.this.type"></a>
+      <a id="setTargetPattern(String):Tokenizer.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setTargetPattern</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@setTargetPattern(value:String):Tokenizer.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#splitChars" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="splitChars:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="splitChars:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">splitChars</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@splitChars:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#suffixPattern" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="suffixPattern:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="suffixPattern:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">suffixPattern</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@suffixPattern:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#tag" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="tag(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.Sentence]):Seq[com.johnsnowlabs.nlp.annotators.common.TokenizedSentence]"></a>
+      <a id="tag(Seq[Sentence]):Seq[TokenizedSentence]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tag</span><span class="params">(<span name="sentences">sentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="common/Sentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Sentence">Sentence</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="common/TokenizedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TokenizedSentence">TokenizedSentence</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@tag(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.Sentence]):Seq[com.johnsnowlabs.nlp.annotators.common.TokenizedSentence]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#targetPattern" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="targetPattern:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="targetPattern:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">targetPattern</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@targetPattern:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Tokenizer#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@uid:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">required uid for storing annotator to disk</p><div class="fullcomment"><div class="comment cmt"><p>required uid for storing annotator to disk</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.Tokenizer@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/Annotated$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/Annotated$.html
new file mode 100644
index 00000000000000..a3fcb8d22ca557
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/Annotated$.html
@@ -0,0 +1,521 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Annotated - com.johnsnowlabs.nlp.annotators.common.Annotated</title>
+          <meta name="description" content="Annotated - com.johnsnowlabs.nlp.annotators.common.Annotated" />
+          <meta name="keywords" content="Annotated com.johnsnowlabs.nlp.annotators.common.Annotated" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.common.Annotated$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="Annotated.html" title="See companion trait"><img alt="Object/Trait" src="../../../../../lib/object_to_trait_big.png" /></a>
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1><a href="Annotated.html" title="See companion trait">Annotated</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Annotated.html" title="See companion trait">trait Annotated</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated$" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Annotated</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
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+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.Annotated"><span>Annotated</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
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+          </div>
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+              <h3>Type Members</h3>
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+      <h4 class="signature">
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
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+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+              
+        </dd></dl></div>
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+      <a id="eq(AnyRef):Boolean"></a>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+              
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+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
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+      <h4 class="signature">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+        </dd></dl></div>
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+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/Annotated.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/Annotated.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/Annotated.html
@@ -0,0 +1,541 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Annotated - com.johnsnowlabs.nlp.annotators.common.Annotated</title>
+          <meta name="description" content="Annotated - com.johnsnowlabs.nlp.annotators.common.Annotated" />
+          <meta name="keywords" content="Annotated com.johnsnowlabs.nlp.annotators.common.Annotated" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.common.Annotated';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="Annotated$.html" title="See companion object"><img alt="Trait/Object" src="../../../../../lib/trait_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1><a href="Annotated$.html" title="See companion object">Annotated</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Annotated$.html" title="See companion object">object Annotated</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Annotated</span><span class="tparams">[<span name="TResult">TResult</span>]</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="ChunkSplit$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.ChunkSplit">ChunkSplit</a>, <a href="DependencyParsed$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.DependencyParsed">DependencyParsed</a>, <a href="LabeledDependency$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.LabeledDependency">LabeledDependency</a>, <a href="NerTagged$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.NerTagged">NerTagged</a>, <a href="PosTagged$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.PosTagged">PosTagged</a>, <a href="SentenceSplit$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.SentenceSplit">SentenceSplit</a>, <a href="Tagged.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a>, <a href="TokenizedWithSentence$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TokenizedWithSentence">TokenizedWithSentence</a>, <a href="WordpieceEmbeddingsSentence$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a>, <a href="WordpieceTokenized$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceTokenized">WordpieceTokenized</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.Annotated"><span>Annotated</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Abstract Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.common.Annotated#annotatorType" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="annotatorType:String"></a>
+      <a id="annotatorType:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotatorType</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated@annotatorType:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Annotated#pack" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="pack(items:Seq[TResult]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="pack(Seq[TResult]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pack</span><span class="params">(<span name="items">items: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated.TResult">TResult</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated@pack(items:Seq[TResult]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Annotated#unpack" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="unpack(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[TResult]"></a>
+      <a id="unpack(Seq[Annotation]):Seq[TResult]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">unpack</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated.TResult">TResult</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated@unpack(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[TResult]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Concrete Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Annotated@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/ChunkSplit$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/ChunkSplit$.html
new file mode 100644
index 00000000000000..e5f0b890abc723
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/ChunkSplit$.html
@@ -0,0 +1,536 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ChunkSplit - com.johnsnowlabs.nlp.annotators.common.ChunkSplit</title>
+          <meta name="description" content="ChunkSplit - com.johnsnowlabs.nlp.annotators.common.ChunkSplit" />
+          <meta name="keywords" content="ChunkSplit com.johnsnowlabs.nlp.annotators.common.ChunkSplit" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.common.ChunkSplit$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1>ChunkSplit</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ChunkSplit$" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ChunkSplit</span><span class="result"> extends <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a>[<a href="Sentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Sentence">Sentence</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Helper object to work work with Chunks
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a>[<a href="Sentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Sentence">Sentence</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.ChunkSplit"><span>ChunkSplit</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.common.Annotated"><span>Annotated</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ChunkSplit$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ChunkSplit$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ChunkSplit$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.ChunkSplit#annotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotatorType:String"></a>
+      <a id="annotatorType:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotatorType</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ChunkSplit$@annotatorType:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.common.ChunkSplit">ChunkSplit</a> → <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ChunkSplit$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ChunkSplit$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ChunkSplit$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </li><li name="com.johnsnowlabs.nlp.annotators.common.ChunkSplit#pack" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pack(items:Seq[com.johnsnowlabs.nlp.annotators.common.Sentence]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="pack(Seq[Sentence]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pack</span><span class="params">(<span name="items">items: <span class="extype" name="scala.Seq">Seq</span>[<a href="Sentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Sentence">Sentence</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ChunkSplit$@pack(items:Seq[com.johnsnowlabs.nlp.annotators.common.Sentence]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.common.ChunkSplit">ChunkSplit</a> → <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </li><li name="com.johnsnowlabs.nlp.annotators.common.ChunkSplit#unpack" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="unpack(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.annotators.common.Sentence]"></a>
+      <a id="unpack(Seq[Annotation]):Seq[Sentence]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">unpack</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="Sentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Sentence">Sentence</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ChunkSplit$@unpack(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.annotators.common.Sentence]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.common.ChunkSplit">ChunkSplit</a> → <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+    </span>)</span>
+              
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+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.common.Annotated">
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+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
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+
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/ConllSentence.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/ConllSentence.html
new file mode 100644
index 00000000000000..03b980074798da
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/ConllSentence.html
@@ -0,0 +1,612 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ConllSentence - com.johnsnowlabs.nlp.annotators.common.ConllSentence</title>
+          <meta name="description" content="ConllSentence - com.johnsnowlabs.nlp.annotators.common.ConllSentence" />
+          <meta name="keywords" content="ConllSentence com.johnsnowlabs.nlp.annotators.common.ConllSentence" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.common.ConllSentence';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1>ConllSentence</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ConllSentence" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ConllSentence</span><span class="params">(<span name="dependency">dependency: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="lemma">lemma: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="uPos">uPos: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="xPos">xPos: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="deprel">deprel: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="head">head: <span class="extype" name="scala.Int">Int</span></span>, <span name="sentence">sentence: <span class="extype" name="scala.Int">Int</span></span>, <span name="begin">begin: <span class="extype" name="scala.Int">Int</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
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+
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+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+              <ol>
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+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.ConllSentence"><span>ConllSentence</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+          </div>
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+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.common.ConllSentence#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(dependency:String,lemma:String,uPos:String,xPos:String,deprel:String,head:Int,sentence:Int,begin:Int,end:Int):com.johnsnowlabs.nlp.annotators.common.ConllSentence"></a>
+      <a id="&lt;init&gt;:ConllSentence"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ConllSentence@&lt;init&gt;(dependency:String,lemma:String,uPos:String,xPos:String,deprel:String,head:Int,sentence:Int,begin:Int,end:Int):com.johnsnowlabs.nlp.annotators.common.ConllSentence" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ConllSentence@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ConllSentence@##():Int" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ConllSentence@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ConllSentence@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.ConllSentence#begin" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="begin:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">begin</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ConllSentence@begin:Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ConllSentence@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.ConllSentence#dependency" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="dependency:String"></a>
+      <a id="dependency:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dependency</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ConllSentence@dependency:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.ConllSentence#deprel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="deprel:String"></a>
+      <a id="deprel:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deprel</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ConllSentence@deprel:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.ConllSentence#end" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="end:Int"></a>
+      <a id="end:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">end</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ConllSentence@end:Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ConllSentence@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ConllSentence@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ConllSentence@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.ConllSentence#head" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="head:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">head</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ConllSentence@head:Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ConllSentence@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.ConllSentence#lemma" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="lemma:String"></a>
+      <a id="lemma:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">lemma</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ConllSentence@lemma:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ConllSentence@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ConllSentence@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ConllSentence@notifyAll():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.ConllSentence#sentence" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="sentence:Int"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sentence</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.ConllSentence@sentence:Int" title="Permalink" target="_top">
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+              
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+              
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
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+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/DependencyParsed$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/DependencyParsed$.html
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@@ -0,0 +1,552 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DependencyParsed - com.johnsnowlabs.nlp.annotators.common.DependencyParsed</title>
+          <meta name="description" content="DependencyParsed - com.johnsnowlabs.nlp.annotators.common.DependencyParsed" />
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+        <h1>DependencyParsed</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
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+        <span class="modifier"></span>
+        <span class="kind">object</span>
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+      <span class="symbol">
+        <span class="name">DependencyParsed</span><span class="result"> extends <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a>[<a href="DependencyParsedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.DependencyParsedSentence">DependencyParsedSentence</a>]</span>
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+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.DependencyParsed"><span>DependencyParsed</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.common.Annotated"><span>Annotated</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
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+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <a id="==(x$1:Any):Boolean"></a>
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+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <a id="annotatorType:String"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotatorType</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.common.DependencyParsed">DependencyParsed</a> → <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/DependencyParsedSentence.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/DependencyParsedSentence.html
new file mode 100644
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@@ -0,0 +1,476 @@
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+        <h1>DependencyParsedSentence</h1><h3><span class="morelinks"><div>Related Doc:
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
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+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </li><li name="com.johnsnowlabs.nlp.annotators.common.DependencyParsedSentence#tokens" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="tokens:Array[WordWithDependency]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+        </dd></dl></div>
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+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
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+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/IndexedTaggedWord.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/IndexedTaggedWord.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/IndexedTaggedWord.html
@@ -0,0 +1,561 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>IndexedTaggedWord - com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord</title>
+          <meta name="description" content="IndexedTaggedWord - com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord" />
+          <meta name="keywords" content="IndexedTaggedWord com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1>IndexedTaggedWord</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
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+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">IndexedTaggedWord</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="tag">tag: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="begin">begin: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">0</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">0</span></span>, <span name="confidence">confidence: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Float">Float</span>] = <span class="symbol">None</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
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+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord"><span>IndexedTaggedWord</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(word:String,tag:String,begin:Int,end:Int,confidence:Option[Float]):com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord"></a>
+      <a id="&lt;init&gt;:IndexedTaggedWord"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">IndexedTaggedWord</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="tag">tag: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="begin">begin: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">0</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">0</span></span>, <span name="confidence">confidence: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Float">Float</span>] = <span class="symbol">None</span></span>)</span>
+      </span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord@&lt;init&gt;(word:String,tag:String,begin:Int,end:Int,confidence:Option[Float]):com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord" title="Permalink" target="_top">
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+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="!=(Any):Boolean"></a>
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord@##():Int" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord@==(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord@asInstanceOf[T0]:T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord#begin" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="begin:Int"></a>
+      <a id="begin:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">begin</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord@begin:Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord#confidence" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="confidence:Option[Float]"></a>
+      <a id="confidence:Option[Float]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">confidence</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Float">Float</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord@confidence:Option[Float]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord#end" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="end:Int"></a>
+      <a id="end:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">end</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord@end:Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord@getClass():Class[_]" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
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+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="modifier">final </span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
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+    </span>)</span>
+              
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+    </li><li name="com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord#word" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="word:String"></a>
+      <a id="word:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">word</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/IndexedToken.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/IndexedToken.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/IndexedToken.html
@@ -0,0 +1,510 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>IndexedToken - com.johnsnowlabs.nlp.annotators.common.IndexedToken</title>
+          <meta name="description" content="IndexedToken - com.johnsnowlabs.nlp.annotators.common.IndexedToken" />
+          <meta name="keywords" content="IndexedToken com.johnsnowlabs.nlp.annotators.common.IndexedToken" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1>IndexedToken</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
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+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">IndexedToken</span><span class="params">(<span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="begin">begin: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">0</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">0</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
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+        </div></div>
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+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+            </div>
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+                <span class="filtertype">Inherited<br />
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+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.IndexedToken"><span>IndexedToken</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+              <ol><li name="com.johnsnowlabs.nlp.annotators.common.IndexedToken#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(token:String,begin:Int,end:Int):com.johnsnowlabs.nlp.annotators.common.IndexedToken"></a>
+      <a id="&lt;init&gt;:IndexedToken"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">IndexedToken</span><span class="params">(<span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="begin">begin: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">0</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">0</span></span>)</span>
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+              <h3>Value Members</h3>
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+      <a id="!=(Any):Boolean"></a>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+      <a id="begin:Int"></a>
+      <a id="begin:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">begin</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+    </li><li name="com.johnsnowlabs.nlp.annotators.common.IndexedToken#token" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="token:String"></a>
+      <a id="token:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">token</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
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+      <h4 class="signature">
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+        <span class="modifier">final </span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
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+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/InfixToken$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/InfixToken$.html
new file mode 100644
index 00000000000000..fb55e615bfe2e1
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/InfixToken$.html
@@ -0,0 +1,501 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>InfixToken - com.johnsnowlabs.nlp.annotators.common.InfixToken</title>
+          <meta name="description" content="InfixToken - com.johnsnowlabs.nlp.annotators.common.InfixToken" />
+          <meta name="keywords" content="InfixToken com.johnsnowlabs.nlp.annotators.common.InfixToken" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+        <body class="value">
+      <div id="definition">
+        <a href="InfixToken.html" title="See companion class"><img alt="Object/Class" src="../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1><a href="InfixToken.html" title="See companion class">InfixToken</a></h1><h3><span class="morelinks"><div>
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+            <a href="InfixToken.html" title="See companion class">class InfixToken</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
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+
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">InfixToken</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.common.InfixToken';
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+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="InfixToken$.html" title="See companion object"><img alt="Class/Object" src="../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1><a href="InfixToken$.html" title="See companion object">InfixToken</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="InfixToken$.html" title="See companion object">object InfixToken</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.InfixToken" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">InfixToken</span><span class="result"> extends <a href="PreprocessingParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.PreprocessingParser">PreprocessingParser</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="PreprocessingParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.PreprocessingParser">PreprocessingParser</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.InfixToken"><span>InfixToken</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.common.PreprocessingParser"><span>PreprocessingParser</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.common.InfixToken#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(tokens:Array[String]):com.johnsnowlabs.nlp.annotators.common.InfixToken"></a>
+      <a id="&lt;init&gt;:InfixToken"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">InfixToken</span><span class="params">(<span name="tokens">tokens: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.InfixToken@&lt;init&gt;(tokens:Array[String]):com.johnsnowlabs.nlp.annotators.common.InfixToken" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.InfixToken@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.InfixToken@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.InfixToken@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.InfixToken@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.InfixToken#belongs" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="belongs(token:String):Boolean"></a>
+      <a id="belongs(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">belongs</span><span class="params">(<span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.InfixToken@belongs(token:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.InfixToken@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.InfixToken@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.InfixToken@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.InfixToken@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.InfixToken@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.InfixToken@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.InfixToken@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.InfixToken@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.InfixToken@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.InfixToken@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.InfixToken#separate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="separate(token:String):String"></a>
+      <a id="separate(String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">separate</span><span class="params">(<span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.InfixToken@separate(token:String):String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.common.InfixToken">InfixToken</a> → <a href="PreprocessingParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.PreprocessingParser">PreprocessingParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+            </div><div class="parent" name="scala.Any">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/LabeledDependency$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/LabeledDependency$.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/LabeledDependency$.html
@@ -0,0 +1,586 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>LabeledDependency - com.johnsnowlabs.nlp.annotators.common.LabeledDependency</title>
+          <meta name="description" content="LabeledDependency - com.johnsnowlabs.nlp.annotators.common.LabeledDependency" />
+          <meta name="keywords" content="LabeledDependency com.johnsnowlabs.nlp.annotators.common.LabeledDependency" />
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+        <h1>LabeledDependency</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
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+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">LabeledDependency</span><span class="result"> extends <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a>[<a href="ConllSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.ConllSentence">ConllSentence</a>]</span>
+      </span>
+      </h4>
+      
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+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a>[<a href="ConllSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.ConllSentence">ConllSentence</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
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+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.LabeledDependency"><span>LabeledDependency</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.common.Annotated"><span>Annotated</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <a id="ROOT_HEAD:Int"></a>
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+      <a id="ROOT_INDEX:Int"></a>
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+      <a id="annotatorType:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotatorType</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.common.LabeledDependency">LabeledDependency</a> → <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a></dd></dl></div>
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+      <a id="asInstanceOf[T0]:T0"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+      
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <a id="equals(x$1:Any):Boolean"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+        <span class="kind">def</span>
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+      <a id="unpack(Seq[Annotation]):Seq[ConllSentence]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="Tagged.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a>[<a href="Annotated$.html#NerTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.NerTaggedSentence">NerTaggedSentence</a>], <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a>[<a href="Annotated$.html#NerTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.NerTaggedSentence">NerTaggedSentence</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.NerTagged"><span>NerTagged</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.common.Tagged"><span>Tagged</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.common.Annotated"><span>Annotated</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.NerTagged#annotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotatorType:String"></a>
+      <a id="annotatorType:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotatorType</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@annotatorType:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.common.NerTagged">NerTagged</a> → <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Tagged#collectLabeledInstances" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="collectLabeledInstances(dataset:org.apache.spark.sql.Dataset[org.apache.spark.sql.Row],taggedCols:Seq[String],labelColumn:String):Array[(com.johnsnowlabs.ml.crf.TextSentenceLabels,T)]"></a>
+      <a id="collectLabeledInstances(Dataset[Row],Seq[String],String):Array[(TextSentenceLabels,NerTaggedSentence)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">collectLabeledInstances</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[<span class="extype" name="org.apache.spark.sql.Row">Row</span>]</span>, <span name="taggedCols">taggedCols: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="labelColumn">labelColumn: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[(<a href="../../../ml/crf/TextSentenceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.TextSentenceLabels">TextSentenceLabels</a>, <a href="Annotated$.html#NerTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.NerTaggedSentence">NerTaggedSentence</a>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@collectLabeledInstances(dataset:org.apache.spark.sql.Dataset[org.apache.spark.sql.Row],taggedCols:Seq[String],labelColumn:String):Array[(com.johnsnowlabs.ml.crf.TextSentenceLabels,T)]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Method is usefull for testing.</p><div class="fullcomment"><div class="comment cmt"><p>Method is usefull for testing.
+It's possible to collect:
+- correct labels TextSentenceLabels
+- and model prediction NerTaggedSentence
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tagged.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.NerTagged#collectTrainingInstances" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="collectTrainingInstances(dataset:org.apache.spark.sql.Dataset[org.apache.spark.sql.Row],sentenceCols:Seq[String],labelColumn:String):Array[(com.johnsnowlabs.ml.crf.TextSentenceLabels,com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence)]"></a>
+      <a id="collectTrainingInstances(Dataset[Row],Seq[String],String):Array[(TextSentenceLabels,WordpieceEmbeddingsSentence)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">collectTrainingInstances</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[<span class="extype" name="org.apache.spark.sql.Row">Row</span>]</span>, <span name="sentenceCols">sentenceCols: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="labelColumn">labelColumn: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[(<a href="../../../ml/crf/TextSentenceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.TextSentenceLabels">TextSentenceLabels</a>, <a href="WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@collectTrainingInstances(dataset:org.apache.spark.sql.Dataset[org.apache.spark.sql.Row],sentenceCols:Seq[String],labelColumn:String):Array[(com.johnsnowlabs.ml.crf.TextSentenceLabels,com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence)]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">FIXME: ColNums not always in the given order</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.NerTagged#collectTrainingInstancesWithPos" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="collectTrainingInstancesWithPos(dataset:org.apache.spark.sql.Dataset[org.apache.spark.sql.Row],posTaggedCols:Seq[String],labelColumn:String):Array[(com.johnsnowlabs.ml.crf.TextSentenceLabels,com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence,com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence)]"></a>
+      <a id="collectTrainingInstancesWithPos(Dataset[Row],Seq[String],String):Array[(TextSentenceLabels,PosTaggedSentence,WordpieceEmbeddingsSentence)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">collectTrainingInstancesWithPos</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[<span class="extype" name="org.apache.spark.sql.Row">Row</span>]</span>, <span name="posTaggedCols">posTaggedCols: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="labelColumn">labelColumn: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[(<a href="../../../ml/crf/TextSentenceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.TextSentenceLabels">TextSentenceLabels</a>, <a href="Annotated$.html#PosTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence">PosTaggedSentence</a>, <a href="WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@collectTrainingInstancesWithPos(dataset:org.apache.spark.sql.Dataset[org.apache.spark.sql.Row],posTaggedCols:Seq[String],labelColumn:String):Array[(com.johnsnowlabs.ml.crf.TextSentenceLabels,com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence,com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence)]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Tagged#emptyTag" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="emptyTag:String"></a>
+      <a id="emptyTag:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">emptyTag</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@emptyTag:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tagged.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Tagged#getAnnotations" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getAnnotations(row:org.apache.spark.sql.Row,colNum:Int):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="getAnnotations(Row,Int):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getAnnotations</span><span class="params">(<span name="row">row: <span class="extype" name="org.apache.spark.sql.Row">Row</span></span>, <span name="colNum">colNum: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@getAnnotations(row:org.apache.spark.sql.Row,colNum:Int):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tagged.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Tagged#getLabelsFromSentences" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@getLabelsFromSentences(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence],labelAnnotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.ml.crf.TextSentenceLabels]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Tagged.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Tagged#getLabelsFromTaggedSentences" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLabelsFromTaggedSentences</span><span class="params">(<span name="sentences">sentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="TaggedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence">TaggedSentence</a>]</span>, <span name="labelAnnotations">labelAnnotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../ml/crf/TextSentenceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.TextSentenceLabels">TextSentenceLabels</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@getLabelsFromTaggedSentences(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.TaggedSentence],labelAnnotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.ml.crf.TextSentenceLabels]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Tagged.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a></dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
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+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Tagged#pack" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pack(items:Seq[T]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="pack(Seq[NerTaggedSentence]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@pack(items:Seq[T]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tagged.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a> → <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Tagged#unpack" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="unpack(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[T]"></a>
+      <a id="unpack(Seq[Annotation]):Seq[NerTaggedSentence]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@unpack(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[T]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tagged.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a> → <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
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+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.NerTagged$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
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+              <h3>Inherited from <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a>[<a href="Annotated$.html#NerTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.NerTaggedSentence">NerTaggedSentence</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+
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+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/PosTagged$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/PosTagged$.html
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/PosTagged$.html
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+          <meta name="keywords" content="PosTagged com.johnsnowlabs.nlp.annotators.common.PosTagged" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
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+      
+      <script type="text/javascript">
+         if(top === self) {
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+            var hash = 'com.johnsnowlabs.nlp.annotators.common.PosTagged$';
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+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1>PosTagged</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PosTagged</span><span class="result"> extends <a href="Tagged.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a>[<a href="Annotated$.html#PosTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence">PosTaggedSentence</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="Tagged.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a>[<a href="Annotated$.html#PosTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence">PosTaggedSentence</a>], <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a>[<a href="Annotated$.html#PosTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence">PosTaggedSentence</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.PosTagged"><span>PosTagged</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.common.Tagged"><span>Tagged</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.common.Annotated"><span>Annotated</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.PosTagged#annotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotatorType:String"></a>
+      <a id="annotatorType:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotatorType</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@annotatorType:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.common.PosTagged">PosTagged</a> → <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Tagged#collectLabeledInstances" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="collectLabeledInstances(dataset:org.apache.spark.sql.Dataset[org.apache.spark.sql.Row],taggedCols:Seq[String],labelColumn:String):Array[(com.johnsnowlabs.ml.crf.TextSentenceLabels,T)]"></a>
+      <a id="collectLabeledInstances(Dataset[Row],Seq[String],String):Array[(TextSentenceLabels,PosTaggedSentence)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">collectLabeledInstances</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[<span class="extype" name="org.apache.spark.sql.Row">Row</span>]</span>, <span name="taggedCols">taggedCols: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="labelColumn">labelColumn: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[(<a href="../../../ml/crf/TextSentenceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.TextSentenceLabels">TextSentenceLabels</a>, <a href="Annotated$.html#PosTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence">PosTaggedSentence</a>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@collectLabeledInstances(dataset:org.apache.spark.sql.Dataset[org.apache.spark.sql.Row],taggedCols:Seq[String],labelColumn:String):Array[(com.johnsnowlabs.ml.crf.TextSentenceLabels,T)]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Method is usefull for testing.</p><div class="fullcomment"><div class="comment cmt"><p>Method is usefull for testing.
+It's possible to collect:
+- correct labels TextSentenceLabels
+- and model prediction NerTaggedSentence
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tagged.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Tagged#emptyTag" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="emptyTag:String"></a>
+      <a id="emptyTag:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">emptyTag</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@emptyTag:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tagged.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Tagged#getAnnotations" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getAnnotations(row:org.apache.spark.sql.Row,colNum:Int):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="getAnnotations(Row,Int):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getAnnotations</span><span class="params">(<span name="row">row: <span class="extype" name="org.apache.spark.sql.Row">Row</span></span>, <span name="colNum">colNum: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@getAnnotations(row:org.apache.spark.sql.Row,colNum:Int):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tagged.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Tagged#getLabelsFromSentences" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getLabelsFromSentences(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence],labelAnnotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.ml.crf.TextSentenceLabels]"></a>
+      <a id="getLabelsFromSentences(Seq[WordpieceEmbeddingsSentence],Seq[Annotation]):Seq[TextSentenceLabels]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLabelsFromSentences</span><span class="params">(<span name="sentences">sentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a>]</span>, <span name="labelAnnotations">labelAnnotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../ml/crf/TextSentenceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.TextSentenceLabels">TextSentenceLabels</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@getLabelsFromSentences(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence],labelAnnotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.ml.crf.TextSentenceLabels]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Tagged.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Tagged#getLabelsFromTaggedSentences" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getLabelsFromTaggedSentences(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.TaggedSentence],labelAnnotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.ml.crf.TextSentenceLabels]"></a>
+      <a id="getLabelsFromTaggedSentences(Seq[TaggedSentence],Seq[Annotation]):Seq[TextSentenceLabels]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLabelsFromTaggedSentences</span><span class="params">(<span name="sentences">sentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="TaggedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence">TaggedSentence</a>]</span>, <span name="labelAnnotations">labelAnnotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../ml/crf/TextSentenceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.TextSentenceLabels">TextSentenceLabels</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@getLabelsFromTaggedSentences(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.TaggedSentence],labelAnnotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.ml.crf.TextSentenceLabels]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Tagged.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a></dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Tagged#pack" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pack(items:Seq[T]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="pack(Seq[PosTaggedSentence]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pack</span><span class="params">(<span name="items">items: <span class="extype" name="scala.Seq">Seq</span>[<a href="Annotated$.html#PosTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence">PosTaggedSentence</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@pack(items:Seq[T]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tagged.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a> → <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Tagged#unpack" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="unpack(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[T]"></a>
+      <a id="unpack(Seq[Annotation]):Seq[PosTaggedSentence]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">unpack</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="Annotated$.html#PosTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence">PosTaggedSentence</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@unpack(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[T]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Tagged.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a> → <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PosTagged$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.common.Tagged">
+              <h3>Inherited from <a href="Tagged.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a>[<a href="Annotated$.html#PosTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence">PosTaggedSentence</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.common.Annotated">
+              <h3>Inherited from <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a>[<a href="Annotated$.html#PosTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence">PosTaggedSentence</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/PrefixedToken$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/PrefixedToken$.html
new file mode 100644
index 00000000000000..cd6dcf1e03e0e0
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/PrefixedToken$.html
@@ -0,0 +1,501 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PrefixedToken - com.johnsnowlabs.nlp.annotators.common.PrefixedToken</title>
+          <meta name="description" content="PrefixedToken - com.johnsnowlabs.nlp.annotators.common.PrefixedToken" />
+          <meta name="keywords" content="PrefixedToken com.johnsnowlabs.nlp.annotators.common.PrefixedToken" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.common.PrefixedToken$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="PrefixedToken.html" title="See companion class"><img alt="Object/Class" src="../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1><a href="PrefixedToken.html" title="See companion class">PrefixedToken</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="PrefixedToken.html" title="See companion class">class PrefixedToken</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PrefixedToken$" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PrefixedToken</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.PrefixedToken"><span>PrefixedToken</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      
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+              
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+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
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+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/PrefixedToken.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/PrefixedToken.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/PrefixedToken.html
@@ -0,0 +1,540 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PrefixedToken - com.johnsnowlabs.nlp.annotators.common.PrefixedToken</title>
+          <meta name="description" content="PrefixedToken - com.johnsnowlabs.nlp.annotators.common.PrefixedToken" />
+          <meta name="keywords" content="PrefixedToken com.johnsnowlabs.nlp.annotators.common.PrefixedToken" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.common.PrefixedToken';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="PrefixedToken$.html" title="See companion object"><img alt="Class/Object" src="../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1><a href="PrefixedToken$.html" title="See companion object">PrefixedToken</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="PrefixedToken$.html" title="See companion object">object PrefixedToken</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PrefixedToken" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PrefixedToken</span><span class="result"> extends <a href="PreprocessingParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.PreprocessingParser">PreprocessingParser</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="PreprocessingParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.PreprocessingParser">PreprocessingParser</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.PrefixedToken"><span>PrefixedToken</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.common.PreprocessingParser"><span>PreprocessingParser</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.common.PrefixedToken#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(prefixes:Array[String]):com.johnsnowlabs.nlp.annotators.common.PrefixedToken"></a>
+      <a id="&lt;init&gt;:PrefixedToken"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PrefixedToken</span><span class="params">(<span name="prefixes">prefixes: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PrefixedToken@&lt;init&gt;(prefixes:Array[String]):com.johnsnowlabs.nlp.annotators.common.PrefixedToken" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PrefixedToken@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PrefixedToken@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PrefixedToken@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PrefixedToken@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.PrefixedToken#belongs" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="belongs(token:String):Boolean"></a>
+      <a id="belongs(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">belongs</span><span class="params">(<span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PrefixedToken@belongs(token:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PrefixedToken@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PrefixedToken@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PrefixedToken@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PrefixedToken@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PrefixedToken@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PrefixedToken@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PrefixedToken@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PrefixedToken@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PrefixedToken@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PrefixedToken@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.PrefixedToken#separate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="separate(token:String):String"></a>
+      <a id="separate(String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">separate</span><span class="params">(<span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PrefixedToken@separate(token:String):String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.common.PrefixedToken">PrefixedToken</a> → <a href="PreprocessingParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.PreprocessingParser">PreprocessingParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PrefixedToken@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
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+    </span>)</span>
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+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
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+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.common.PreprocessingParser">
+              <h3>Inherited from <a href="PreprocessingParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.PreprocessingParser">PreprocessingParser</a></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/PreprocessingParser.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/PreprocessingParser.html
new file mode 100644
index 00000000000000..8344849b8ceb98
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/PreprocessingParser.html
@@ -0,0 +1,505 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PreprocessingParser - com.johnsnowlabs.nlp.annotators.common.PreprocessingParser</title>
+          <meta name="description" content="PreprocessingParser - com.johnsnowlabs.nlp.annotators.common.PreprocessingParser" />
+          <meta name="keywords" content="PreprocessingParser com.johnsnowlabs.nlp.annotators.common.PreprocessingParser" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.common.PreprocessingParser';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1>PreprocessingParser</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PreprocessingParser" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PreprocessingParser</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="InfixToken.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.InfixToken">InfixToken</a>, <a href="PrefixedToken.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.PrefixedToken">PrefixedToken</a>, <a href="SuffixedToken.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.SuffixedToken">SuffixedToken</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.PreprocessingParser"><span>PreprocessingParser</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
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+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
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+        <div id="allMembers">
+        
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+        <div id="values" class="values members">
+              <h3>Abstract Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.common.PreprocessingParser#separate" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="separate(token:String):String"></a>
+      <a id="separate(String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">separate</span><span class="params">(<span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PreprocessingParser@separate(token:String):String" title="Permalink" target="_top">
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+    </span>
+      
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+            </div>
+
+        <div id="values" class="values members">
+              <h3>Concrete Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.PreprocessingParser@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/Sentence$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/Sentence$.html
new file mode 100644
index 00000000000000..5a42c24293ad2b
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/Sentence$.html
@@ -0,0 +1,505 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Sentence - com.johnsnowlabs.nlp.annotators.common.Sentence</title>
+          <meta name="description" content="Sentence - com.johnsnowlabs.nlp.annotators.common.Sentence" />
+          <meta name="keywords" content="Sentence com.johnsnowlabs.nlp.annotators.common.Sentence" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+   	  </script>
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+        <body class="value">
+      <div id="definition">
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+        <h1><a href="Sentence.html" title="See companion class">Sentence</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Sentence.html" title="See companion class">class Sentence</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
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+        <span class="kind">object</span>
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <h4 class="signature">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
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+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/Sentence.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/Sentence.html
new file mode 100644
index 00000000000000..88e1286d559562
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/Sentence.html
@@ -0,0 +1,530 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Sentence - com.johnsnowlabs.nlp.annotators.common.Sentence</title>
+          <meta name="description" content="Sentence - com.johnsnowlabs.nlp.annotators.common.Sentence" />
+          <meta name="keywords" content="Sentence com.johnsnowlabs.nlp.annotators.common.Sentence" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.common.Sentence';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="Sentence$.html" title="See companion object"><img alt="Class/Object" src="../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1><a href="Sentence$.html" title="See companion object">Sentence</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Sentence$.html" title="See companion object">object Sentence</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Sentence" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Sentence</span><span class="params">(<span name="content">content: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="start">start: <span class="extype" name="scala.Int">Int</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span></span>, <span name="index">index: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>structure representing a sentence and its boundaries
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.Sentence"><span>Sentence</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
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+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.common.Sentence#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(content:String,start:Int,end:Int,index:Int):com.johnsnowlabs.nlp.annotators.common.Sentence"></a>
+      <a id="&lt;init&gt;:Sentence"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Sentence</span><span class="params">(<span name="content">content: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="start">start: <span class="extype" name="scala.Int">Int</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span></span>, <span name="index">index: <span class="extype" name="scala.Int">Int</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Sentence@&lt;init&gt;(content:String,start:Int,end:Int,index:Int):com.johnsnowlabs.nlp.annotators.common.Sentence" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Sentence@##():Int" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Sentence@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Sentence@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Sentence@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Sentence#content" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="content:String"></a>
+      <a id="content:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">content</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Sentence@content:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Sentence#end" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="end:Int"></a>
+      <a id="end:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">end</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Sentence@end:Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Sentence@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Sentence@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Sentence@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Sentence#index" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="index:Int"></a>
+      <a id="index:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">index</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Sentence@index:Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Sentence@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Sentence@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Sentence@notify():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Sentence@notifyAll():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Sentence#start" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="start:Int"></a>
+      <a id="start:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">start</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Sentence@start:Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Sentence@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Sentence@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Sentence@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
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+        <div id="inheritedMembers">
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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+        
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+
+        <div id="groupedMembers">
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+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/SentenceSplit$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/SentenceSplit$.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/SentenceSplit$.html
@@ -0,0 +1,536 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SentenceSplit - com.johnsnowlabs.nlp.annotators.common.SentenceSplit</title>
+          <meta name="description" content="SentenceSplit - com.johnsnowlabs.nlp.annotators.common.SentenceSplit" />
+          <meta name="keywords" content="SentenceSplit com.johnsnowlabs.nlp.annotators.common.SentenceSplit" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
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+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.common.SentenceSplit$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1>SentenceSplit</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SentenceSplit$" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SentenceSplit</span><span class="result"> extends <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a>[<a href="Sentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Sentence">Sentence</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Helper object to work work with Sentence
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a>[<a href="Sentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Sentence">Sentence</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.SentenceSplit"><span>SentenceSplit</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.common.Annotated"><span>Annotated</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
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+        <div id="allMembers">
+        
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+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="!=(Any):Boolean"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SentenceSplit$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SentenceSplit$@##():Int" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SentenceSplit$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.SentenceSplit#annotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotatorType:String"></a>
+      <a id="annotatorType:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotatorType</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SentenceSplit$@annotatorType:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.common.SentenceSplit">SentenceSplit</a> → <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SentenceSplit$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SentenceSplit$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SentenceSplit$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SentenceSplit$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SentenceSplit$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SentenceSplit$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SentenceSplit$@hashCode():Int" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+    </li><li name="com.johnsnowlabs.nlp.annotators.common.SentenceSplit#pack" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pack(items:Seq[com.johnsnowlabs.nlp.annotators.common.Sentence]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="pack(Seq[Sentence]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.common.SentenceSplit">SentenceSplit</a> → <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a></dd></dl></div>
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+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+    </li><li name="com.johnsnowlabs.nlp.annotators.common.SentenceSplit#unpack" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SentenceSplit$@unpack(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.annotators.common.Sentence]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.common.SentenceSplit">SentenceSplit</a> → <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SentenceSplit$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SentenceSplit$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SentenceSplit$@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
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+            </div>
+
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+
+        
+        </div>
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+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.common.Annotated">
+              <h3>Inherited from <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a>[<a href="Sentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Sentence">Sentence</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+        </div>
+
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/SuffixedToken$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/SuffixedToken$.html
new file mode 100644
index 00000000000000..fb0667f1bb77d9
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/SuffixedToken$.html
@@ -0,0 +1,501 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SuffixedToken - com.johnsnowlabs.nlp.annotators.common.SuffixedToken</title>
+          <meta name="description" content="SuffixedToken - com.johnsnowlabs.nlp.annotators.common.SuffixedToken" />
+          <meta name="keywords" content="SuffixedToken com.johnsnowlabs.nlp.annotators.common.SuffixedToken" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
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+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.common.SuffixedToken$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="SuffixedToken.html" title="See companion class"><img alt="Object/Class" src="../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1><a href="SuffixedToken.html" title="See companion class">SuffixedToken</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="SuffixedToken.html" title="See companion class">class SuffixedToken</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken$" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SuffixedToken</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
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+              <ol>
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+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.SuffixedToken"><span>SuffixedToken</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
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+          </div>
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+        <div id="allMembers">
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+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.SuffixedToken#apply" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="apply(suffixes:Array[String]):com.johnsnowlabs.nlp.annotators.common.SuffixedToken"></a>
+      <a id="apply(Array[String]):SuffixedToken"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">apply</span><span class="params">(<span name="suffixes">suffixes: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="SuffixedToken.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.SuffixedToken">SuffixedToken</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken$@apply(suffixes:Array[String]):com.johnsnowlabs.nlp.annotators.common.SuffixedToken" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+              
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+              
+        </dd></dl></div>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
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+      </span>
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+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </span>
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+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken$@notify():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken$@toString():String" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
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+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/SuffixedToken.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/SuffixedToken.html
new file mode 100644
index 00000000000000..e7b569a3c7bf74
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/SuffixedToken.html
@@ -0,0 +1,540 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SuffixedToken - com.johnsnowlabs.nlp.annotators.common.SuffixedToken</title>
+          <meta name="description" content="SuffixedToken - com.johnsnowlabs.nlp.annotators.common.SuffixedToken" />
+          <meta name="keywords" content="SuffixedToken com.johnsnowlabs.nlp.annotators.common.SuffixedToken" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.common.SuffixedToken';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="SuffixedToken$.html" title="See companion object"><img alt="Class/Object" src="../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1><a href="SuffixedToken$.html" title="See companion object">SuffixedToken</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="SuffixedToken$.html" title="See companion object">object SuffixedToken</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SuffixedToken</span><span class="result"> extends <a href="PreprocessingParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.PreprocessingParser">PreprocessingParser</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="PreprocessingParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.PreprocessingParser">PreprocessingParser</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.SuffixedToken"><span>SuffixedToken</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.common.PreprocessingParser"><span>PreprocessingParser</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
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+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
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+          </div>
+      </div>
+
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+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.common.SuffixedToken#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(suffixes:Array[String]):com.johnsnowlabs.nlp.annotators.common.SuffixedToken"></a>
+      <a id="&lt;init&gt;:SuffixedToken"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SuffixedToken</span><span class="params">(<span name="suffixes">suffixes: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken@&lt;init&gt;(suffixes:Array[String]):com.johnsnowlabs.nlp.annotators.common.SuffixedToken" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+            </div>
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+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.SuffixedToken#belongs" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="belongs(token:String):Option[String]"></a>
+      <a id="belongs(String):Option[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">belongs</span><span class="params">(<span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken@belongs(token:String):Option[String]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken@equals(x$1:Any):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken@finalize():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken@hashCode():Int" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken@notify():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken@notifyAll():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.SuffixedToken#separate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="separate(token:String):String"></a>
+      <a id="separate(String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">separate</span><span class="params">(<span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken@separate(token:String):String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.common.SuffixedToken">SuffixedToken</a> → <a href="PreprocessingParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.PreprocessingParser">PreprocessingParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken@toString():String" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken@wait():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.SuffixedToken@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.common.PreprocessingParser">
+              <h3>Inherited from <a href="PreprocessingParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.PreprocessingParser">PreprocessingParser</a></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/Tagged.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/Tagged.html
new file mode 100644
index 00000000000000..9c28d85e6b6df4
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/Tagged.html
@@ -0,0 +1,630 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Tagged - com.johnsnowlabs.nlp.annotators.common.Tagged</title>
+          <meta name="description" content="Tagged - com.johnsnowlabs.nlp.annotators.common.Tagged" />
+          <meta name="keywords" content="Tagged com.johnsnowlabs.nlp.annotators.common.Tagged" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.common.Tagged';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1>Tagged</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Tagged</span><span class="tparams">[<span name="T">T &gt;: <a href="TaggedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence">TaggedSentence</a> &lt;: <a href="TaggedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence">TaggedSentence</a></span>]</span><span class="result"> extends <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a>[<span class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged.T">T</span>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a>[<span class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged.T">T</span>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="NerTagged$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.NerTagged">NerTagged</a>, <a href="PosTagged$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.PosTagged">PosTagged</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.Tagged"><span>Tagged</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.common.Annotated"><span>Annotated</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Abstract Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.common.Annotated#annotatorType" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="annotatorType:String"></a>
+      <a id="annotatorType:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotatorType</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@annotatorType:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Concrete Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Tagged#collectLabeledInstances" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="collectLabeledInstances(dataset:org.apache.spark.sql.Dataset[org.apache.spark.sql.Row],taggedCols:Seq[String],labelColumn:String):Array[(com.johnsnowlabs.ml.crf.TextSentenceLabels,T)]"></a>
+      <a id="collectLabeledInstances(Dataset[Row],Seq[String],String):Array[(TextSentenceLabels,T)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">collectLabeledInstances</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[<span class="extype" name="org.apache.spark.sql.Row">Row</span>]</span>, <span name="taggedCols">taggedCols: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="labelColumn">labelColumn: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[(<a href="../../../ml/crf/TextSentenceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.TextSentenceLabels">TextSentenceLabels</a>, <span class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged.T">T</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@collectLabeledInstances(dataset:org.apache.spark.sql.Dataset[org.apache.spark.sql.Row],taggedCols:Seq[String],labelColumn:String):Array[(com.johnsnowlabs.ml.crf.TextSentenceLabels,T)]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Method is usefull for testing.</p><div class="fullcomment"><div class="comment cmt"><p>Method is usefull for testing.
+It's possible to collect:
+- correct labels TextSentenceLabels
+- and model prediction NerTaggedSentence
+</p></div></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Tagged#emptyTag" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="emptyTag:String"></a>
+      <a id="emptyTag:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">emptyTag</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@emptyTag:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Tagged#getAnnotations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getAnnotations(row:org.apache.spark.sql.Row,colNum:Int):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="getAnnotations(Row,Int):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getAnnotations</span><span class="params">(<span name="row">row: <span class="extype" name="org.apache.spark.sql.Row">Row</span></span>, <span name="colNum">colNum: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@getAnnotations(row:org.apache.spark.sql.Row,colNum:Int):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Tagged#getLabelsFromSentences" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getLabelsFromSentences(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence],labelAnnotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.ml.crf.TextSentenceLabels]"></a>
+      <a id="getLabelsFromSentences(Seq[WordpieceEmbeddingsSentence],Seq[Annotation]):Seq[TextSentenceLabels]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLabelsFromSentences</span><span class="params">(<span name="sentences">sentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a>]</span>, <span name="labelAnnotations">labelAnnotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../ml/crf/TextSentenceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.TextSentenceLabels">TextSentenceLabels</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@getLabelsFromSentences(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence],labelAnnotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.ml.crf.TextSentenceLabels]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Tagged#getLabelsFromTaggedSentences" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getLabelsFromTaggedSentences(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.TaggedSentence],labelAnnotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.ml.crf.TextSentenceLabels]"></a>
+      <a id="getLabelsFromTaggedSentences(Seq[TaggedSentence],Seq[Annotation]):Seq[TextSentenceLabels]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLabelsFromTaggedSentences</span><span class="params">(<span name="sentences">sentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="TaggedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence">TaggedSentence</a>]</span>, <span name="labelAnnotations">labelAnnotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../ml/crf/TextSentenceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.TextSentenceLabels">TextSentenceLabels</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@getLabelsFromTaggedSentences(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.TaggedSentence],labelAnnotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.ml.crf.TextSentenceLabels]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Tagged#pack" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pack(items:Seq[T]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="pack(Seq[T]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pack</span><span class="params">(<span name="items">items: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@pack(items:Seq[T]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a> → <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Tagged#unpack" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="unpack(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[T]"></a>
+      <a id="unpack(Seq[Annotation]):Seq[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">unpack</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@unpack(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[T]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a> → <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.Tagged@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.common.Annotated">
+              <h3>Inherited from <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a>[<span class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged.T">T</span>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedSentence$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedSentence$.html
new file mode 100644
index 00000000000000..18efc9bfde06ab
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedSentence$.html
@@ -0,0 +1,505 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TaggedSentence - com.johnsnowlabs.nlp.annotators.common.TaggedSentence</title>
+          <meta name="description" content="TaggedSentence - com.johnsnowlabs.nlp.annotators.common.TaggedSentence" />
+          <meta name="keywords" content="TaggedSentence com.johnsnowlabs.nlp.annotators.common.TaggedSentence" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.common.TaggedSentence$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="TaggedSentence.html" title="See companion class"><img alt="Object/Class" src="../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1><a href="TaggedSentence.html" title="See companion class">TaggedSentence</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="TaggedSentence.html" title="See companion class">class TaggedSentence</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence$" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
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+      <span class="modifier_kind">
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+      <span class="symbol">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      
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+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="kind">def</span>
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+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="notify():Unit"></a>
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+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
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+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
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+                <span class="name">@throws</span><span class="args">(<span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
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+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </li></ol>
+            </div>
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+        
+
+        
+        </div>
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+        <div id="inheritedMembers">
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+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedSentence.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedSentence.html
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedSentence.html
@@ -0,0 +1,580 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TaggedSentence - com.johnsnowlabs.nlp.annotators.common.TaggedSentence</title>
+          <meta name="description" content="TaggedSentence - com.johnsnowlabs.nlp.annotators.common.TaggedSentence" />
+          <meta name="keywords" content="TaggedSentence com.johnsnowlabs.nlp.annotators.common.TaggedSentence" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.common.TaggedSentence';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="TaggedSentence$.html" title="See companion object"><img alt="Class/Object" src="../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1><a href="TaggedSentence$.html" title="See companion object">TaggedSentence</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="TaggedSentence$.html" title="See companion object">object TaggedSentence</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TaggedSentence</span><span class="params">(<span name="taggedWords">taggedWords: <span class="extype" name="scala.Array">Array</span>[<a href="TaggedWord.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TaggedWord">TaggedWord</a>]</span>, <span name="indexedTaggedWords">indexedTaggedWords: <span class="extype" name="scala.Array">Array</span>[<a href="IndexedTaggedWord.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord">IndexedTaggedWord</a>] = <span class="symbol">Array()</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Structure to hold Sentences as list of words and POS-tags</p></div><dl class="paramcmts block"><dt class="param">taggedWords</dt><dd class="cmt"><p>Word tag pairs</p></dd></dl><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence"><span>TaggedSentence</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="&lt;init&gt;:TaggedSentence"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TaggedSentence</span><span class="params">(<span name="indexedTaggedWords">indexedTaggedWords: <span class="extype" name="scala.Array">Array</span>[<a href="IndexedTaggedWord.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord">IndexedTaggedWord</a>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@&lt;init&gt;(indexedTaggedWords:Array[com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord]):com.johnsnowlabs.nlp.annotators.common.TaggedSentence" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;(taggedWords:Array[com.johnsnowlabs.nlp.annotators.common.TaggedWord],indexedTaggedWords:Array[com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord]):com.johnsnowlabs.nlp.annotators.common.TaggedSentence"></a>
+      <a id="&lt;init&gt;:TaggedSentence"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@&lt;init&gt;(taggedWords:Array[com.johnsnowlabs.nlp.annotators.common.TaggedWord],indexedTaggedWords:Array[com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord]):com.johnsnowlabs.nlp.annotators.common.TaggedSentence" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">taggedWords</dt><dd class="cmt"><p>Word tag pairs</p></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@==(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence#indexedTaggedWords" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="indexedTaggedWords:Array[com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord]"></a>
+      <a id="indexedTaggedWords:Array[IndexedTaggedWord]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">indexedTaggedWords</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="IndexedTaggedWord.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord">IndexedTaggedWord</a>]</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@indexedTaggedWords:Array[com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence#mapWords" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="mapWords:Map[String,String]"></a>
+      <a id="mapWords:Map[String,String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">mapWords</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@mapWords:Map[String,String]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence#taggedWords" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="taggedWords:Array[com.johnsnowlabs.nlp.annotators.common.TaggedWord]"></a>
+      <a id="taggedWords:Array[TaggedWord]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">taggedWords</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="TaggedWord.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TaggedWord">TaggedWord</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@taggedWords:Array[com.johnsnowlabs.nlp.annotators.common.TaggedWord]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Word tag pairs</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence#tags" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="tags:Array[String]"></a>
+      <a id="tags:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tags</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@tags:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Recurrently needed to access all tags</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence#tupleWords" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="tupleWords:Array[(String,String)]"></a>
+      <a id="tupleWords:Array[(String,String)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tupleWords</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@tupleWords:Array[(String,String)]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">ready function to return pairwise tagged words</p>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence#words" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="words:Array[String]"></a>
+      <a id="words:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">words</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedSentence@words:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Recurrently needed to access all words</p>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedWord.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedWord.html
new file mode 100644
index 00000000000000..d72fa00afffc5c
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedWord.html
@@ -0,0 +1,493 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TaggedWord - com.johnsnowlabs.nlp.annotators.common.TaggedWord</title>
+          <meta name="description" content="TaggedWord - com.johnsnowlabs.nlp.annotators.common.TaggedWord" />
+          <meta name="keywords" content="TaggedWord com.johnsnowlabs.nlp.annotators.common.TaggedWord" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.common.TaggedWord';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1>TaggedWord</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedWord" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TaggedWord</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="tag">tag: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Word tag pair</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.TaggedWord"><span>TaggedWord</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.common.TaggedWord#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(word:String,tag:String):com.johnsnowlabs.nlp.annotators.common.TaggedWord"></a>
+      <a id="&lt;init&gt;:TaggedWord"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TaggedWord</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="tag">tag: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TaggedWord@&lt;init&gt;(word:String,tag:String):com.johnsnowlabs.nlp.annotators.common.TaggedWord" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <a id="notify():Unit"></a>
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+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <a id="tag:String"></a>
+      <a id="tag:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tag</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
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+        <span class="kind">def</span>
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+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
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+    </span>)</span>
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+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TaggedWord#word" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="word:String"></a>
+      <a id="word:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
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+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
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+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPiece.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPiece.html
new file mode 100644
index 00000000000000..86a178a96ee038
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPiece.html
@@ -0,0 +1,561 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TokenPiece - com.johnsnowlabs.nlp.annotators.common.TokenPiece</title>
+          <meta name="description" content="TokenPiece - com.johnsnowlabs.nlp.annotators.common.TokenPiece" />
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+   	  </script>
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+        <body class="type">
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+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1>TokenPiece</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPiece" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TokenPiece</span><span class="params">(<span name="wordpiece">wordpiece: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="pieceId">pieceId: <span class="extype" name="scala.Int">Int</span></span>, <span name="isWordStart">isWordStart: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="begin">begin: <span class="extype" name="scala.Int">Int</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.TokenPiece"><span>TokenPiece</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.common.TokenPiece#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(wordpiece:String,token:String,pieceId:Int,isWordStart:Boolean,begin:Int,end:Int):com.johnsnowlabs.nlp.annotators.common.TokenPiece"></a>
+      <a id="&lt;init&gt;:TokenPiece"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TokenPiece</span><span class="params">(<span name="wordpiece">wordpiece: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="pieceId">pieceId: <span class="extype" name="scala.Int">Int</span></span>, <span name="isWordStart">isWordStart: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="begin">begin: <span class="extype" name="scala.Int">Int</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPiece@&lt;init&gt;(wordpiece:String,token:String,pieceId:Int,isWordStart:Boolean,begin:Int,end:Int):com.johnsnowlabs.nlp.annotators.common.TokenPiece" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPiece@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPiece@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPiece@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPiece@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TokenPiece#begin" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="begin:Int"></a>
+      <a id="begin:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">begin</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPiece@begin:Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPiece@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TokenPiece#end" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="end:Int"></a>
+      <a id="end:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">end</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPiece@end:Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPiece@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPiece@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPiece@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPiece@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TokenPiece#isWordStart" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="isWordStart:Boolean"></a>
+      <a id="isWordStart:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isWordStart</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPiece@isWordStart:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPiece@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPiece@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPiece@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TokenPiece#pieceId" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="pieceId:Int"></a>
+      <a id="pieceId:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pieceId</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPiece@pieceId:Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPiece@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TokenPiece#token" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="token:String"></a>
+      <a id="token:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a id="wait(Long):Unit"></a>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+    </li></ol>
+            </div>
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+        </div>
+
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+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
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+            </div><div class="parent" name="scala.Any">
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new file mode 100644
index 00000000000000..25a0eaf72e3039
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPieceEmbeddings$.html
@@ -0,0 +1,505 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TokenPieceEmbeddings - com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings</title>
+          <meta name="description" content="TokenPieceEmbeddings - com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" />
+          <meta name="keywords" content="TokenPieceEmbeddings com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="TokenPieceEmbeddings.html" title="See companion class"><img alt="Object/Class" src="../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1><a href="TokenPieceEmbeddings.html" title="See companion class">TokenPieceEmbeddings</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="TokenPieceEmbeddings.html" title="See companion class">class TokenPieceEmbeddings</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings$" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
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+        <div id="visbl">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings#apply" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings$@apply(piece:com.johnsnowlabs.nlp.annotators.common.TokenPiece,embeddings:Array[Float]):com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <h4 class="signature">
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings$@notify():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="notifyAll():Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings$@notifyAll():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
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+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
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+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPieceEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPieceEmbeddings.html
new file mode 100644
index 00000000000000..fb8e4a15776d6a
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPieceEmbeddings.html
@@ -0,0 +1,580 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TokenPieceEmbeddings - com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings</title>
+          <meta name="description" content="TokenPieceEmbeddings - com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" />
+          <meta name="keywords" content="TokenPieceEmbeddings com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="TokenPieceEmbeddings$.html" title="See companion object"><img alt="Class/Object" src="../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1><a href="TokenPieceEmbeddings$.html" title="See companion object">TokenPieceEmbeddings</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="TokenPieceEmbeddings$.html" title="See companion object">object TokenPieceEmbeddings</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TokenPieceEmbeddings</span><span class="params">(<span name="wordpiece">wordpiece: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="pieceId">pieceId: <span class="extype" name="scala.Int">Int</span></span>, <span name="isWordStart">isWordStart: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="embeddings">embeddings: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>, <span name="begin">begin: <span class="extype" name="scala.Int">Int</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings"><span>TokenPieceEmbeddings</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(wordpiece:String,token:String,pieceId:Int,isWordStart:Boolean,embeddings:Array[Float],begin:Int,end:Int):com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings"></a>
+      <a id="&lt;init&gt;:TokenPieceEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TokenPieceEmbeddings</span><span class="params">(<span name="wordpiece">wordpiece: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="pieceId">pieceId: <span class="extype" name="scala.Int">Int</span></span>, <span name="isWordStart">isWordStart: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="embeddings">embeddings: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>, <span name="begin">begin: <span class="extype" name="scala.Int">Int</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@&lt;init&gt;(wordpiece:String,token:String,pieceId:Int,isWordStart:Boolean,embeddings:Array[Float],begin:Int,end:Int):com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@==(x$1:Any):Boolean" title="Permalink" target="_top">
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+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@asInstanceOf[T0]:T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings#begin" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="begin:Int"></a>
+      <a id="begin:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">begin</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@begin:Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings#embeddings" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="embeddings:Array[Float]"></a>
+      <a id="embeddings:Array[Float]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">embeddings</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@embeddings:Array[Float]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings#end" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="end:Int"></a>
+      <a id="end:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">end</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@end:Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings#isWordStart" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="isWordStart:Boolean"></a>
+      <a id="isWordStart:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isWordStart</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@isWordStart:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@notify():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@notifyAll():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings#pieceId" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="pieceId:Int"></a>
+      <a id="pieceId:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pieceId</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@pieceId:Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings#token" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="token:String"></a>
+      <a id="token:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">token</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@token:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings#wordpiece" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="wordpiece:String"></a>
+      <a id="wordpiece:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wordpiece</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings@wordpiece:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenizedSentence.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenizedSentence.html
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@@ -0,0 +1,527 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TokenizedSentence - com.johnsnowlabs.nlp.annotators.common.TokenizedSentence</title>
+          <meta name="description" content="TokenizedSentence - com.johnsnowlabs.nlp.annotators.common.TokenizedSentence" />
+          <meta name="keywords" content="TokenizedSentence com.johnsnowlabs.nlp.annotators.common.TokenizedSentence" />
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+        <body class="type">
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+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1>TokenizedSentence</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenizedSentence" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TokenizedSentence</span><span class="params">(<span name="indexedTokens">indexedTokens: <span class="extype" name="scala.Array">Array</span>[<a href="IndexedToken.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.IndexedToken">IndexedToken</a>]</span>, <span name="sentenceIndex">sentenceIndex: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Internal structure for a sentence that is split into tokens</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
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+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.TokenizedSentence"><span>TokenizedSentence</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.common.TokenizedSentence#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="&lt;init&gt;:TokenizedSentence"></a>
+      <h4 class="signature">
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+        <span class="kind">new</span>
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+      <span class="symbol">
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenizedSentence@&lt;init&gt;(indexedTokens:Array[com.johnsnowlabs.nlp.annotators.common.IndexedToken],sentenceIndex:Int):com.johnsnowlabs.nlp.annotators.common.TokenizedSentence" title="Permalink" target="_top">
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+              <h3>Value Members</h3>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
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+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TokenizedSentence#condense" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="condense:String"></a>
+      <a id="condense:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">condense</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenizedSentence@condense:String" title="Permalink" target="_top">
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+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.TokenizedSentence@finalize():Unit" title="Permalink" target="_top">
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+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TokenizedSentence#indexedTokens" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="indexedTokens:Array[com.johnsnowlabs.nlp.annotators.common.IndexedToken]"></a>
+      <a id="indexedTokens:Array[IndexedToken]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">indexedTokens</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="IndexedToken.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.IndexedToken">IndexedToken</a>]</span>
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+    </span>
+      
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
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+      <a id="sentenceIndex:Int"></a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenizedWithSentence$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenizedWithSentence$.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenizedWithSentence$.html
@@ -0,0 +1,535 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TokenizedWithSentence - com.johnsnowlabs.nlp.annotators.common.TokenizedWithSentence</title>
+          <meta name="description" content="TokenizedWithSentence - com.johnsnowlabs.nlp.annotators.common.TokenizedWithSentence" />
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+        <h1>TokenizedWithSentence</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
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+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/WordWithDependency.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/WordWithDependency.html
new file mode 100644
index 00000000000000..31f0bf81203145
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/WordWithDependency.html
@@ -0,0 +1,527 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>WordWithDependency - com.johnsnowlabs.nlp.annotators.common.WordWithDependency</title>
+          <meta name="description" content="WordWithDependency - com.johnsnowlabs.nlp.annotators.common.WordWithDependency" />
+          <meta name="keywords" content="WordWithDependency com.johnsnowlabs.nlp.annotators.common.WordWithDependency" />
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+        <h1>WordWithDependency</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
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+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WordWithDependency</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="begin">begin: <span class="extype" name="scala.Int">Int</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span></span>, <span name="head">head: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
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+        </div></div>
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+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.WordWithDependency"><span>WordWithDependency</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.common.WordWithDependency#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(word:String,begin:Int,end:Int,head:Int):com.johnsnowlabs.nlp.annotators.common.WordWithDependency"></a>
+      <a id="&lt;init&gt;:WordWithDependency"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WordWithDependency</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="begin">begin: <span class="extype" name="scala.Int">Int</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span></span>, <span name="head">head: <span class="extype" name="scala.Int">Int</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordWithDependency@&lt;init&gt;(word:String,begin:Int,end:Int,head:Int):com.johnsnowlabs.nlp.annotators.common.WordWithDependency" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordWithDependency@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordWithDependency@##():Int" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordWithDependency@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordWithDependency@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.WordWithDependency#begin" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="begin:Int"></a>
+      <a id="begin:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">begin</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordWithDependency@begin:Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordWithDependency@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.WordWithDependency#end" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="end:Int"></a>
+      <a id="end:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">end</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordWithDependency@end:Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordWithDependency@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordWithDependency@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordWithDependency@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.WordWithDependency#head" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="head:Int"></a>
+      <a id="head:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">head</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordWithDependency@head:Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordWithDependency@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordWithDependency@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordWithDependency@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordWithDependency@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordWithDependency@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordWithDependency@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordWithDependency@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordWithDependency@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceEmbeddingsSentence$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceEmbeddingsSentence$.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceEmbeddingsSentence$.html
@@ -0,0 +1,541 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>WordpieceEmbeddingsSentence - com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence</title>
+          <meta name="description" content="WordpieceEmbeddingsSentence - com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence" />
+          <meta name="keywords" content="WordpieceEmbeddingsSentence com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      
+      <script type="text/javascript">
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+            window.location.href = url + '#' + hash + anchor_opt;
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+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="WordpieceEmbeddingsSentence.html" title="See companion class"><img alt="Object/Class" src="../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1><a href="WordpieceEmbeddingsSentence.html" title="See companion class">WordpieceEmbeddingsSentence</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="WordpieceEmbeddingsSentence.html" title="See companion class">class WordpieceEmbeddingsSentence</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
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+        </div></div>
+        
+
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a> → <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a></dd></dl></div>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence#pack" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pack</span><span class="params">(<span name="sentences">sentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence$@pack(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a> → <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence#unpack" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="unpack(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence]"></a>
+      <a id="unpack(Seq[Annotation]):Seq[WordpieceEmbeddingsSentence]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">unpack</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence$@unpack(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a> → <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.common.Annotated">
+              <h3>Inherited from <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a>[<a href="WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceEmbeddingsSentence.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceEmbeddingsSentence.html
new file mode 100644
index 00000000000000..698ee777274eea
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceEmbeddingsSentence.html
@@ -0,0 +1,512 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>WordpieceEmbeddingsSentence - com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence</title>
+          <meta name="description" content="WordpieceEmbeddingsSentence - com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence" />
+          <meta name="keywords" content="WordpieceEmbeddingsSentence com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="WordpieceEmbeddingsSentence$.html" title="See companion object"><img alt="Class/Object" src="../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">common</a></p>
+        <h1><a href="WordpieceEmbeddingsSentence$.html" title="See companion object">WordpieceEmbeddingsSentence</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="WordpieceEmbeddingsSentence$.html" title="See companion object">object WordpieceEmbeddingsSentence</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WordpieceEmbeddingsSentence</span><span class="params">(<span name="tokens">tokens: <span class="extype" name="scala.Array">Array</span>[<a href="TokenPieceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings">TokenPieceEmbeddings</a>]</span>, <span name="sentenceId">sentenceId: <span class="extype" name="scala.Int">Int</span></span>, <span name="sentenceEmbeddings">sentenceEmbeddings: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]] = <span class="symbol">None</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence"><span>WordpieceEmbeddingsSentence</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence@&lt;init&gt;(tokens:Array[com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings],sentenceId:Int,sentenceEmbeddings:Option[Array[Float]]):com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
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+      <a id="sentenceEmbeddings:Option[Array[Float]]"></a>
+      <a id="sentenceEmbeddings:Option[Array[Float]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">val</span>
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+      <span class="symbol">
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+      <a id="sentenceId:Int"></a>
+      <a id="sentenceId:Int"></a>
+      <h4 class="signature">
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+      </span>
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+      <h4 class="signature">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceTokenized$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceTokenized$.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceTokenized$.html
@@ -0,0 +1,535 @@
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+        <h1>WordpieceTokenized</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common">package common</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordpieceTokenized$" title="Permalink" target="_top">
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+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WordpieceTokenized</span><span class="result"> extends <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a>[<a href="WordpieceTokenizedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence">WordpieceTokenizedSentence</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a>[<a href="WordpieceTokenizedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence">WordpieceTokenizedSentence</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+        
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+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.WordpieceTokenized#annotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotatorType:String"></a>
+      <a id="annotatorType:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotatorType</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordpieceTokenized$@annotatorType:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceTokenized">WordpieceTokenized</a> → <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordpieceTokenized$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordpieceTokenized$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordpieceTokenized$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordpieceTokenized$@finalize():Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </li><li name="com.johnsnowlabs.nlp.annotators.common.WordpieceTokenized#pack" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pack(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="pack(Seq[WordpieceTokenizedSentence]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pack</span><span class="params">(<span name="sentences">sentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="WordpieceTokenizedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence">WordpieceTokenizedSentence</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.WordpieceTokenized$@pack(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceTokenized">WordpieceTokenized</a> → <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
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+            </div><div class="parent" name="scala.AnyRef">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceTokenizedSentence.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceTokenizedSentence.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceTokenizedSentence.html
@@ -0,0 +1,476 @@
+<!DOCTYPE html >
+<html>
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+          <title>WordpieceTokenizedSentence - com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence</title>
+          <meta name="description" content="WordpieceTokenizedSentence - com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence" />
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+        <h1>WordpieceTokenizedSentence</h1><h3><span class="morelinks"><div>Related Doc:
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+        <span class="kind">case class</span>
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+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </li><li name="com.johnsnowlabs.nlp.annotators.common.PrefixedToken" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="PrefixedTokenextendsPreprocessingParser"></a>
+      <a id="PrefixedToken:PrefixedToken"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="PrefixedToken.html"><span class="name">PrefixedToken</span></a><span class="result"> extends <a href="PreprocessingParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.PreprocessingParser">PreprocessingParser</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.package@PrefixedTokenextendsPreprocessingParser" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.PreprocessingParser" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="PreprocessingParserextendsAnyRef"></a>
+      <a id="PreprocessingParser:PreprocessingParser"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a href="PreprocessingParser.html"><span class="name">PreprocessingParser</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.package@PreprocessingParserextendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Sentence" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SentenceextendsProductwithSerializable"></a>
+      <a id="Sentence:Sentence"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="Sentence.html"><span class="name">Sentence</span></a><span class="params">(<span name="content">content: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="start">start: <span class="extype" name="scala.Int">Int</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span></span>, <span name="index">index: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.package@SentenceextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">structure representing a sentence and its boundaries
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.SuffixedToken" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SuffixedTokenextendsPreprocessingParser"></a>
+      <a id="SuffixedToken:SuffixedToken"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="SuffixedToken.html"><span class="name">SuffixedToken</span></a><span class="result"> extends <a href="PreprocessingParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.PreprocessingParser">PreprocessingParser</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.package@SuffixedTokenextendsPreprocessingParser" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Tagged" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="Tagged[T&gt;:com.johnsnowlabs.nlp.annotators.common.TaggedSentence&lt;:com.johnsnowlabs.nlp.annotators.common.TaggedSentence]extendsAnnotated[T]"></a>
+      <a id="Tagged[T&lt;:TaggedSentence&gt;:TaggedSentence]:Tagged[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a href="Tagged.html"><span class="name">Tagged</span></a><span class="tparams">[<span name="T">T &gt;: <a href="TaggedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence">TaggedSentence</a> &lt;: <a href="TaggedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence">TaggedSentence</a></span>]</span><span class="result"> extends <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a>[<span class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.package@Tagged[T&gt;:com.johnsnowlabs.nlp.annotators.common.TaggedSentence&lt;:com.johnsnowlabs.nlp.annotators.common.TaggedSentence]extendsAnnotated[T]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="TaggedSentenceextendsProductwithSerializable"></a>
+      <a id="TaggedSentence:TaggedSentence"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="TaggedSentence.html"><span class="name">TaggedSentence</span></a><span class="params">(<span name="taggedWords">taggedWords: <span class="extype" name="scala.Array">Array</span>[<a href="TaggedWord.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TaggedWord">TaggedWord</a>]</span>, <span name="indexedTaggedWords">indexedTaggedWords: <span class="extype" name="scala.Array">Array</span>[<a href="IndexedTaggedWord.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord">IndexedTaggedWord</a>] = <span class="symbol">Array()</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.package@TaggedSentenceextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Structure to hold Sentences as list of words and POS-tags</p><div class="fullcomment"><div class="comment cmt"><p>Structure to hold Sentences as list of words and POS-tags</p></div><dl class="paramcmts block"><dt class="param">taggedWords</dt><dd class="cmt"><p>Word tag pairs</p></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TaggedWord" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TaggedWordextendsProductwithSerializable"></a>
+      <a id="TaggedWord:TaggedWord"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="TaggedWord.html"><span class="name">TaggedWord</span></a><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="tag">tag: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.package@TaggedWordextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Word tag pair</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TokenPiece" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TokenPieceextendsProductwithSerializable"></a>
+      <a id="TokenPiece:TokenPiece"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="TokenPiece.html"><span class="name">TokenPiece</span></a><span class="params">(<span name="wordpiece">wordpiece: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="pieceId">pieceId: <span class="extype" name="scala.Int">Int</span></span>, <span name="isWordStart">isWordStart: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="begin">begin: <span class="extype" name="scala.Int">Int</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.package@TokenPieceextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TokenPieceEmbeddingsextendsProductwithSerializable"></a>
+      <a id="TokenPieceEmbeddings:TokenPieceEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="TokenPieceEmbeddings.html"><span class="name">TokenPieceEmbeddings</span></a><span class="params">(<span name="wordpiece">wordpiece: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="pieceId">pieceId: <span class="extype" name="scala.Int">Int</span></span>, <span name="isWordStart">isWordStart: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="embeddings">embeddings: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>, <span name="begin">begin: <span class="extype" name="scala.Int">Int</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.package@TokenPieceEmbeddingsextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TokenizedSentence" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TokenizedSentenceextendsProductwithSerializable"></a>
+      <a id="TokenizedSentence:TokenizedSentence"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="TokenizedSentence.html"><span class="name">TokenizedSentence</span></a><span class="params">(<span name="indexedTokens">indexedTokens: <span class="extype" name="scala.Array">Array</span>[<a href="IndexedToken.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.IndexedToken">IndexedToken</a>]</span>, <span name="sentenceIndex">sentenceIndex: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.package@TokenizedSentenceextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Internal structure for a sentence that is split into tokens</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.WordWithDependency" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="WordWithDependencyextendsProductwithSerializable"></a>
+      <a id="WordWithDependency:WordWithDependency"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="WordWithDependency.html"><span class="name">WordWithDependency</span></a><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="begin">begin: <span class="extype" name="scala.Int">Int</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span></span>, <span name="head">head: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.package@WordWithDependencyextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="WordpieceEmbeddingsSentenceextendsProductwithSerializable"></a>
+      <a id="WordpieceEmbeddingsSentence:WordpieceEmbeddingsSentence"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="WordpieceEmbeddingsSentence.html"><span class="name">WordpieceEmbeddingsSentence</span></a><span class="params">(<span name="tokens">tokens: <span class="extype" name="scala.Array">Array</span>[<a href="TokenPieceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings">TokenPieceEmbeddings</a>]</span>, <span name="sentenceId">sentenceId: <span class="extype" name="scala.Int">Int</span></span>, <span name="sentenceEmbeddings">sentenceEmbeddings: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]] = <span class="symbol">None</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.package@WordpieceEmbeddingsSentenceextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="WordpieceTokenizedSentenceextendsProductwithSerializable"></a>
+      <a id="WordpieceTokenizedSentence:WordpieceTokenizedSentence"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="WordpieceTokenizedSentence.html"><span class="name">WordpieceTokenizedSentence</span></a><span class="params">(<span name="tokens">tokens: <span class="extype" name="scala.Array">Array</span>[<a href="TokenPiece.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TokenPiece">TokenPiece</a>]</span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.package@WordpieceTokenizedSentenceextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.common.Annotated" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="Annotated"></a>
+      <a id="Annotated:Annotated"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="Annotated$.html"><span class="name">Annotated</span></a>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.package@Annotated" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.ChunkSplit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ChunkSplit"></a>
+      <a id="ChunkSplit:ChunkSplit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="ChunkSplit$.html"><span class="name">ChunkSplit</span></a><span class="result"> extends <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a>[<a href="Sentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Sentence">Sentence</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.package@ChunkSplit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Helper object to work work with Chunks
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.DependencyParsed" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="DependencyParsed"></a>
+      <a id="DependencyParsed:DependencyParsed"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="DependencyParsed$.html"><span class="name">DependencyParsed</span></a><span class="result"> extends <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a>[<a href="DependencyParsedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.DependencyParsedSentence">DependencyParsedSentence</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.package@DependencyParsed" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.InfixToken" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="InfixToken"></a>
+      <a id="InfixToken:InfixToken"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="InfixToken$.html"><span class="name">InfixToken</span></a>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.package@InfixToken" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.LabeledDependency" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="LabeledDependency"></a>
+      <a id="LabeledDependency:LabeledDependency"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="LabeledDependency$.html"><span class="name">LabeledDependency</span></a><span class="result"> extends <a href="Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a>[<a href="ConllSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.ConllSentence">ConllSentence</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.package@LabeledDependency" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.NerTagged" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="NerTagged"></a>
+      <a id="NerTagged:NerTagged"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.Sentence" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.SentenceSplit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="SentenceSplit:SentenceSplit"></a>
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+      <span class="modifier_kind">
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+        <span class="kind">object</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.package@SentenceSplit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Helper object to work work with Sentence
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.SuffixedToken" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.common.package@SuffixedToken" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
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+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
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+        <div id="inheritedMembers">
+        
+        
+        </div>
+
+        <div id="groupedMembers">
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+      <div id="footer">  </div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/NamedEntity.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/NamedEntity.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ner/NamedEntity.html
@@ -0,0 +1,544 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NamedEntity - com.johnsnowlabs.nlp.annotators.ner.NamedEntity</title>
+          <meta name="description" content="NamedEntity - com.johnsnowlabs.nlp.annotators.ner.NamedEntity" />
+          <meta name="keywords" content="NamedEntity com.johnsnowlabs.nlp.annotators.ner.NamedEntity" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.ner.NamedEntity';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">ner</a></p>
+        <h1>NamedEntity</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">package ner</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NamedEntity" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NamedEntity</span><span class="params">(<span name="start">start: <span class="extype" name="scala.Int">Int</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span></span>, <span name="entity">entity: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="text">text: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="sentenceId">sentenceId: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.ner.NamedEntity"><span>NamedEntity</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
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+      <h4 class="signature">
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NamedEntity@&lt;init&gt;(start:Int,end:Int,entity:String,text:String,sentenceId:String):com.johnsnowlabs.nlp.annotators.ner.NamedEntity" title="Permalink" target="_top">
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+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NamedEntity@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
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+        <span class="modifier">final </span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NamedEntity@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NamedEntity@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NamedEntity@asInstanceOf[T0]:T0" title="Permalink" target="_top">
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+        <span class="kind">val</span>
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+      <a id="entity:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+              
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+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="modifier">final </span>
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+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NamedEntity#sentenceId" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="sentenceId:String"></a>
+      <a id="sentenceId:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sentenceId</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
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+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NamedEntity#start" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="start:Int"></a>
+      <a id="start:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">start</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
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+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NamedEntity#text" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="text:String"></a>
+      <a id="text:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">text</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+    </span>)</span>
+              
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+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerApproach.html
new file mode 100644
index 00000000000000..bd58d47bc6f9f1
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@@ -0,0 +1,1125 @@
+<!DOCTYPE html >
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+      <div id="definition">
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+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">ner</a></p>
+        <h1>NerApproach</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">package ner</a>
+          </div></span></h3><span class="permalink">
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+      </div>
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+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerApproach</span><span class="tparams">[<span name="T">T &lt;: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a>[_]</span>]</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
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+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerApproach@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
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+        <span class="kind">def</span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerApproach@getClass():Class[_]" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerApproach@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerApproach@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerApproach@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerApproach@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerApproach@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerApproach@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerApproach@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
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+      <h4 class="signature">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerApproach@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerApproach@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
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+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <span class="symbol">
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerApproach@maxEpochs:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
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+    </span>
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+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerApproach@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerApproach@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">lazy val</span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerApproach@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerApproach#randomSeed" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="randomSeed:org.apache.spark.ml.param.IntParam"></a>
+      <a id="randomSeed:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerApproach@randomSeed:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+      <h4 class="signature">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
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+        
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+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerConverter$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerConverter$.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerConverter$.html
@@ -0,0 +1,551 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NerConverter - com.johnsnowlabs.nlp.annotators.ner.NerConverter</title>
+          <meta name="description" content="NerConverter - com.johnsnowlabs.nlp.annotators.ner.NerConverter" />
+          <meta name="keywords" content="NerConverter com.johnsnowlabs.nlp.annotators.ner.NerConverter" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="NerConverter.html" title="See companion class"><img alt="Object/Class" src="../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">ner</a></p>
+        <h1><a href="NerConverter.html" title="See companion class">NerConverter</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="NerConverter.html" title="See companion class">class NerConverter</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">package ner</a>
+          </div></span></h3><span class="permalink">
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerConverter</span><span class="result"> extends <a href="../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((NerConverter,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
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+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter$@finalize():Unit" title="Permalink" target="_top">
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+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter$@hashCode():Int" title="Permalink" target="_top">
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):NerConverter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter$@notifyAll():Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[NerConverter]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerConverter.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerConverter.html
new file mode 100644
index 00000000000000..bc0ccd83df1a58
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerConverter.html
@@ -0,0 +1,2077 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NerConverter - com.johnsnowlabs.nlp.annotators.ner.NerConverter</title>
+          <meta name="description" content="NerConverter - com.johnsnowlabs.nlp.annotators.ner.NerConverter" />
+          <meta name="keywords" content="NerConverter com.johnsnowlabs.nlp.annotators.ner.NerConverter" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.ner.NerConverter';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="NerConverter$.html" title="See companion object"><img alt="Class/Object" src="../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">ner</a></p>
+        <h1><a href="NerConverter$.html" title="See companion object">NerConverter</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="NerConverter$.html" title="See companion object">object NerConverter</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">package ner</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerConverter</span><span class="result"> extends <a href="../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Converts IOB or IOB2 representation of NER to user-friendly.
+See https://en.wikipedia.org/wiki/Inside%E2%80%93outside%E2%80%93beginning_(tagging)
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>], <a href="../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>], <a href="../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter"><span>NerConverter</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.ner.NerConverter#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.ner.NerConverter"></a>
+      <a id="&lt;init&gt;:NerConverter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerConverter</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.ner.NerConverter" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerConverter#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.ner.NerConverter"></a>
+      <a id="&lt;init&gt;:NerConverter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerConverter</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.ner.NerConverter" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
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+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerConverter#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a document and annotations and produces new annotations of this annotator's annotation type</p><div class="fullcomment"><div class="comment cmt"><p>takes a document and annotations and produces new annotations of this annotator's annotation type</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a> → <a href="../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerConverter#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a> → <a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a> → <a href="../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):NerConverter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):NerConverter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):NerConverter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):NerConverter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[NerConverter]):NerConverter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerConverter#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerConverter#whiteList" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerConverter@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerTagsEncoding$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerTagsEncoding$.html
new file mode 100644
index 00000000000000..d0c9e1ae1ae080
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerTagsEncoding$.html
@@ -0,0 +1,501 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NerTagsEncoding - com.johnsnowlabs.nlp.annotators.ner.NerTagsEncoding</title>
+          <meta name="description" content="NerTagsEncoding - com.johnsnowlabs.nlp.annotators.ner.NerTagsEncoding" />
+          <meta name="keywords" content="NerTagsEncoding com.johnsnowlabs.nlp.annotators.ner.NerTagsEncoding" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.ner.NerTagsEncoding$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">ner</a></p>
+        <h1>NerTagsEncoding</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">package ner</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerTagsEncoding$" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerTagsEncoding</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Works with different NER representations as tags
+Supports: IOB and IOB2 https://en.wikipedia.org/wiki/Inside%E2%80%93outside%E2%80%93beginning_(tagging)
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
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+        <div id="order">
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+              <ol>
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+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.ner.NerTagsEncoding"><span>NerTagsEncoding</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
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+            <span class="filtertype">Visibility</span>
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+          </div>
+      </div>
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+      <h4 class="signature">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
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+      <span class="symbol">
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+      </span>
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
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+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.NerTagsEncoding$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+      <p class="shortcomment cmt">Converts from IOB or IOB2 to list of NamedEntity</p><div class="fullcomment"><div class="comment cmt"><p>Converts from IOB or IOB2 to list of NamedEntity</p></div><dl class="paramcmts block"><dt class="param">doc</dt><dd class="cmt"><p>Source doc text</p></dd><dt>returns</dt><dd class="cmt"><p>Extracted Named Entities</p></dd></dl></div>
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+      <h4 class="signature">
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+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
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+      <h4 class="signature">
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+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
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+        <head>
+          <title>Verbose - com.johnsnowlabs.nlp.annotators.ner.Verbose</title>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd><dt>Annotations</dt><dd>
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+        </dd></dl></div>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@ValueextendsOrdered[Enumeration.this.Value]withSerializable" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd><dt>Annotations</dt><dd>
+                <span class="name">@SerialVersionUID</span><span class="args">()</span>
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+        </dd></dl></div>
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
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+      <a id="!=(Any):Boolean"></a>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.Verbose#All" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="All:com.johnsnowlabs.nlp.annotators.ner.Verbose.Value"></a>
+      <a id="All:Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">val</span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@All:com.johnsnowlabs.nlp.annotators.ner.Verbose.Value" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.Verbose#Epochs" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="Epochs:Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@Epochs:com.johnsnowlabs.nlp.annotators.ner.Verbose.Value" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.Verbose#PerStep" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="PerStep:com.johnsnowlabs.nlp.annotators.ner.Verbose.Value"></a>
+      <a id="PerStep:Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">val</span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@PerStep:com.johnsnowlabs.nlp.annotators.ner.Verbose.Value" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.Verbose#Silent" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@Silent:com.johnsnowlabs.nlp.annotators.ner.Verbose.Value" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.Verbose#TrainingStat" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TrainingStat:com.johnsnowlabs.nlp.annotators.ner.Verbose.Value"></a>
+      <a id="TrainingStat:Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@TrainingStat:com.johnsnowlabs.nlp.annotators.ner.Verbose.Value" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Enumeration#Value" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="Value(i:Int,name:String):Enumeration.this.Value"></a>
+      <a id="Value(Int,String):Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@Value(i:Int,name:String):Enumeration.this.Value" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.Enumeration#Value" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="Value(name:String):Enumeration.this.Value"></a>
+      <a id="Value(String):Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">Value</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.Verbose.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@Value(name:String):Enumeration.this.Value" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.Enumeration#Value" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="Value(i:Int):Enumeration.this.Value"></a>
+      <a id="Value(Int):Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">Value</span><span class="params">(<span name="i">i: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.Verbose.Value">Value</a></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@Value(i:Int):Enumeration.this.Value" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.Enumeration#Value" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="Value:Enumeration.this.Value"></a>
+      <a id="Value:Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@Value:Enumeration.this.Value" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.Enumeration.ValueSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ValueSet"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@ValueSet" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.Enumeration#apply" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="apply(x:Int):Enumeration.this.Value"></a>
+      <a id="apply(Int):Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@apply(x:Int):Enumeration.this.Value" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
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+        <span class="modifier">final </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.Enumeration#maxId" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="maxId:Int"></a>
+      <a id="maxId:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@maxId:Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.Enumeration#nextId" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="nextId:Int"></a>
+      <a id="nextId:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@nextId:Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.Enumeration#nextName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="nextName:Iterator[String]"></a>
+      <a id="nextName:Iterator[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@nextName:Iterator[String]" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.Enumeration#readResolve" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readResolve():AnyRef"></a>
+      <a id="readResolve():AnyRef"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@readResolve():AnyRef" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
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+      <h4 class="signature">
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.Enumeration#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@toString():String" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration → AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Enumeration#values" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="values:Enumeration.this.ValueSet"></a>
+      <a id="values:ValueSet"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@values:Enumeration.this.ValueSet" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Enumeration#withName" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="withName(s:String):Enumeration.this.Value"></a>
+      <a id="withName(String):Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.Verbose$@withName(s:String):Enumeration.this.Value" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Enumeration">
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+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
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+            </div><div class="parent" name="scala.Any">
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+        
+        </div>
+
+        <div id="groupedMembers">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/DictionaryFeatures$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/DictionaryFeatures$.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/DictionaryFeatures$.html
@@ -0,0 +1,539 @@
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+          <meta name="description" content="DictionaryFeatures - com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures" />
+          <meta name="keywords" content="DictionaryFeatures com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+        <a href="DictionaryFeatures.html" title="See companion class"><img alt="Object/Class" src="../../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">ner</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf">crf</a></p>
+        <h1><a href="DictionaryFeatures.html" title="See companion class">DictionaryFeatures</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="DictionaryFeatures.html" title="See companion class">class DictionaryFeatures</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf">package crf</a>
+          </div></span></h3><span class="permalink">
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+        <span class="modifier"></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures#apply" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="apply(Seq[(String,String)]):DictionaryFeatures"></a>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">apply</span><span class="params">(<span name="text2Feature">text2Feature: <span class="extype" name="scala.Seq">Seq</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>)]</span>)</span><span class="result">: <a href="DictionaryFeatures.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures">DictionaryFeatures</a></span>
+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+              
+        </dd></dl></div>
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+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures$@hashCode():Int" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
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+      <h4 class="signature">
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures#maxTokens" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures$@maxTokens:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures$@notifyAll():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures#read" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+        <span class="kind">def</span>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
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+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
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+    </li></ol>
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+
+        
+
+        
+        </div>
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+        <div id="inheritedMembers">
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+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
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+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/DictionaryFeatures.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/DictionaryFeatures.html
new file mode 100644
index 00000000000000..249e24e8dc61c4
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/DictionaryFeatures.html
@@ -0,0 +1,495 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DictionaryFeatures - com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures</title>
+          <meta name="description" content="DictionaryFeatures - com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures" />
+          <meta name="keywords" content="DictionaryFeatures com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="DictionaryFeatures$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">ner</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf">crf</a></p>
+        <h1><a href="DictionaryFeatures$.html" title="See companion object">DictionaryFeatures</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="DictionaryFeatures$.html" title="See companion object">object DictionaryFeatures</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DictionaryFeatures</span><span class="params">(<span name="dict">dict: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures"><span>DictionaryFeatures</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(dict:Map[String,String]):com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures"></a>
+      <a id="&lt;init&gt;:DictionaryFeatures"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DictionaryFeatures</span><span class="params">(<span name="dict">dict: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures@&lt;init&gt;(dict:Map[String,String]):com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures#dict" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="dict:Map[String,String]"></a>
+      <a id="dict:Map[String,String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dict</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures@dict:Map[String,String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures#get" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="get(tokens:Seq[String]):Seq[String]"></a>
+      <a id="get(Seq[String]):Seq[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="params">(<span name="tokens">tokens: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures@get(tokens:Seq[String]):Seq[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
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+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
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+
+        <div id="groupedMembers">
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+        </div>
+
+      </div>
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+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/FeatureGenerator$TokenType$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/FeatureGenerator$TokenType$.html
new file mode 100644
index 00000000000000..f945db348ac09f
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/FeatureGenerator$TokenType$.html
@@ -0,0 +1,956 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TokenType - com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType</title>
+          <meta name="description" content="TokenType - com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType" />
+          <meta name="keywords" content="TokenType com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">ner</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf">crf</a>.<a href="FeatureGenerator.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator">FeatureGenerator</a></p>
+        <h1>TokenType</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="FeatureGenerator.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator">package FeatureGenerator</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TokenType</span><span class="result"> extends <span class="extype" name="scala.Enumeration">Enumeration</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Enumeration">Enumeration</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType"><span>TokenType</span></li><li class="in" name="scala.Enumeration"><span>Enumeration</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.TokenType" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TokenType=com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value"></a>
+      <a id="TokenType:TokenType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TokenType</span><span class="result"> = <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@TokenType=com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Enumeration.Val" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ValextendsEnumeration.this.ValuewithSerializable"></a>
+      <a id="Val:Val"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Val</span><span class="result"> extends <span class="extype" name="scala.Enumeration.Value">Value</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@ValextendsEnumeration.this.ValuewithSerializable" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd><dt>Annotations</dt><dd>
+                <span class="name">@SerialVersionUID</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Enumeration.Value" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="ValueextendsOrdered[Enumeration.this.Value]withSerializable"></a>
+      <a id="Value:Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Value</span><span class="result"> extends <span class="extype" name="scala.Ordered">Ordered</span>[<span class="extype" name="scala.Enumeration.Value">Value</span>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@ValueextendsOrdered[Enumeration.this.Value]withSerializable" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd><dt>Annotations</dt><dd>
+                <span class="name">@SerialVersionUID</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Enumeration.ValueSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ValueSetextendsAbstractSet[Enumeration.this.Value]withSortedSet[Enumeration.this.Value]withSortedSetLike[Enumeration.this.Value,Enumeration.this.ValueSet]withSerializable"></a>
+      <a id="ValueSet:ValueSet"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ValueSet</span><span class="result"> extends <span class="extype" name="scala.collection.AbstractSet">AbstractSet</span>[<span class="extype" name="scala.Enumeration.Value">Value</span>] with <span class="extype" name="scala.collection.immutable.SortedSet">SortedSet</span>[<span class="extype" name="scala.Enumeration.Value">Value</span>] with <span class="extype" name="scala.collection.SortedSetLike">SortedSetLike</span>[<span class="extype" name="scala.Enumeration.Value">Value</span>, <span class="extype" name="scala.Enumeration.ValueSet">ValueSet</span>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@ValueSetextendsAbstractSet[Enumeration.this.Value]withSortedSet[Enumeration.this.Value]withSortedSetLike[Enumeration.this.Value,Enumeration.this.ValueSet]withSerializable" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType#AllAlnum" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="AllAlnum:com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value"></a>
+      <a id="AllAlnum:Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AllAlnum</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@AllAlnum:com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType#AllDigit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="AllDigit:com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value"></a>
+      <a id="AllDigit:Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AllDigit</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@AllDigit:com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType#AllDigitSymbol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="AllDigitSymbol:com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value"></a>
+      <a id="AllDigitSymbol:Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AllDigitSymbol</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@AllDigitSymbol:com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType#AllLetter" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="AllLetter:com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value"></a>
+      <a id="AllLetter:Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AllLetter</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@AllLetter:com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType#AllSymbol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="AllSymbol:com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value"></a>
+      <a id="AllSymbol:Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AllSymbol</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@AllSymbol:com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType#AllUpper" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="AllUpper:com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value"></a>
+      <a id="AllUpper:Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AllUpper</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@AllUpper:com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType#AllUpperDigit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="AllUpperDigit:com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value"></a>
+      <a id="AllUpperDigit:Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AllUpperDigit</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@AllUpperDigit:com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType#AllUpperDigitSymbol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="AllUpperDigitSymbol:com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value"></a>
+      <a id="AllUpperDigitSymbol:Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AllUpperDigitSymbol</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@AllUpperDigitSymbol:com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType#AllUpperSymbol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="AllUpperSymbol:com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value"></a>
+      <a id="AllUpperSymbol:Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AllUpperSymbol</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@AllUpperSymbol:com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType#StartsUpper" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="StartsUpper:com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value"></a>
+      <a id="StartsUpper:Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">StartsUpper</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@StartsUpper:com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Enumeration#Value" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="Value(i:Int,name:String):Enumeration.this.Value"></a>
+      <a id="Value(Int,String):Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Value</span><span class="params">(<span name="i">i: <span class="extype" name="scala.Int">Int</span></span>, <span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@Value(i:Int,name:String):Enumeration.this.Value" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.Enumeration#Value" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="Value(name:String):Enumeration.this.Value"></a>
+      <a id="Value(String):Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Value</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@Value(name:String):Enumeration.this.Value" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.Enumeration#Value" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="Value(i:Int):Enumeration.this.Value"></a>
+      <a id="Value(Int):Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Value</span><span class="params">(<span name="i">i: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@Value(i:Int):Enumeration.this.Value" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.Enumeration#Value" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="Value:Enumeration.this.Value"></a>
+      <a id="Value:Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Value</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@Value:Enumeration.this.Value" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.Enumeration.ValueSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ValueSet"></a>
+      <a id="ValueSet:ValueSet"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ValueSet</span><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@ValueSet" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType#allTypes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="allTypes:Int"></a>
+      <a id="allTypes:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">allTypes</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@allTypes:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Enumeration#apply" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="apply(x:Int):Enumeration.this.Value"></a>
+      <a id="apply(Int):Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">apply</span><span class="params">(<span name="x">x: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@apply(x:Int):Enumeration.this.Value" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.Enumeration#maxId" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="maxId:Int"></a>
+      <a id="maxId:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxId</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@maxId:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.Enumeration#nextId" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="nextId:Int"></a>
+      <a id="nextId:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">nextId</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@nextId:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.Enumeration#nextName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="nextName:Iterator[String]"></a>
+      <a id="nextName:Iterator[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">nextName</span><span class="result">: <span class="extype" name="scala.Iterator">Iterator</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@nextName:Iterator[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.Enumeration#readResolve" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readResolve():AnyRef"></a>
+      <a id="readResolve():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readResolve</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@readResolve():AnyRef" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.Enumeration#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration → AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Enumeration#values" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="values:Enumeration.this.ValueSet"></a>
+      <a id="values:ValueSet"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">values</span><span class="result">: <a href="#ValueSetextendsAbstractSet[Enumeration.this.Value]withSortedSet[Enumeration.this.Value]withSortedSetLike[Enumeration.this.Value,Enumeration.this.ValueSet]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.ValueSet">ValueSet</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@values:Enumeration.this.ValueSet" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Enumeration#withName" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="withName(s:String):Enumeration.this.Value"></a>
+      <a id="withName(String):Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">withName</span><span class="params">(<span name="s">s: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator$TokenType$@withName(s:String):Enumeration.this.Value" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Enumeration">
+              <h3>Inherited from <span class="extype" name="scala.Enumeration">Enumeration</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/FeatureGenerator.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/FeatureGenerator.html
new file mode 100644
index 00000000000000..de9f656a9f0605
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/FeatureGenerator.html
@@ -0,0 +1,902 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>FeatureGenerator - com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator</title>
+          <meta name="description" content="FeatureGenerator - com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator" />
+          <meta name="keywords" content="FeatureGenerator com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">ner</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf">crf</a></p>
+        <h1>FeatureGenerator</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">FeatureGenerator</span><span class="params">(<span name="dictFeatures">dictFeatures: <a href="DictionaryFeatures.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures">DictionaryFeatures</a></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Generates features for CrfBasedNer
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator"><span>FeatureGenerator</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(dictFeatures:com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures):com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator"></a>
+      <a id="&lt;init&gt;:FeatureGenerator"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">FeatureGenerator</span><span class="params">(<span name="dictFeatures">dictFeatures: <a href="DictionaryFeatures.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures">DictionaryFeatures</a></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@&lt;init&gt;(dictFeatures:com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures):com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TokenType"></a>
+      <a id="TokenType:TokenType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="FeatureGenerator$TokenType$.html"><span class="name">TokenType</span></a><span class="result"> extends <span class="extype" name="scala.Enumeration">Enumeration</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@TokenType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#containsDigit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="containsDigit(token:String):Boolean"></a>
+      <a id="containsDigit(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">containsDigit</span><span class="params">(<span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@containsDigit(token:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#containsLetter" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="containsLetter(token:String):Boolean"></a>
+      <a id="containsLetter(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">containsLetter</span><span class="params">(<span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@containsLetter(token:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#containsLower" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="containsLower(token:String):Boolean"></a>
+      <a id="containsLower(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">containsLower</span><span class="params">(<span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@containsLower(token:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#containsSymbol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="containsSymbol(token:String):Boolean"></a>
+      <a id="containsSymbol(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">containsSymbol</span><span class="params">(<span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@containsSymbol(token:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#containsUpper" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="containsUpper(token:String):Boolean"></a>
+      <a id="containsUpper(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">containsUpper</span><span class="params">(<span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@containsUpper(token:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#dictFeatures" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="dictFeatures:com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures"></a>
+      <a id="dictFeatures:DictionaryFeatures"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dictFeatures</span><span class="result">: <a href="DictionaryFeatures.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures">DictionaryFeatures</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@dictFeatures:com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#digitDelims" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="digitDelims:Seq[Char]"></a>
+      <a id="digitDelims:Seq[Char]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">digitDelims</span><span class="result">: <span class="extype" name="scala.collection.Seq">Seq</span>[<span class="extype" name="scala.Char">Char</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@digitDelims:Seq[Char]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#fillFeatures" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="fillFeatures(token:String):scala.collection.mutable.Map[String,String]"></a>
+      <a id="fillFeatures(String):Map[String,String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fillFeatures</span><span class="params">(<span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@fillFeatures(token:String):scala.collection.mutable.Map[String,String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#generate" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="generate(sentence:com.johnsnowlabs.nlp.annotators.common.TaggedSentence,withEmbeddings:com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence,metadata:com.johnsnowlabs.ml.crf.DatasetMetadata):com.johnsnowlabs.ml.crf.Instance"></a>
+      <a id="generate(TaggedSentence,WordpieceEmbeddingsSentence,DatasetMetadata):Instance"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">generate</span><span class="params">(<span name="sentence">sentence: <a href="../../common/TaggedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence">TaggedSentence</a></span>, <span name="withEmbeddings">withEmbeddings: <a href="../../common/WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a></span>, <span name="metadata">metadata: <a href="../../../../ml/crf/DatasetMetadata.html" class="extype" name="com.johnsnowlabs.ml.crf.DatasetMetadata">DatasetMetadata</a></span>)</span><span class="result">: <a href="../../../../ml/crf/Instance.html" class="extype" name="com.johnsnowlabs.ml.crf.Instance">Instance</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@generate(sentence:com.johnsnowlabs.nlp.annotators.common.TaggedSentence,withEmbeddings:com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence,metadata:com.johnsnowlabs.ml.crf.DatasetMetadata):com.johnsnowlabs.ml.crf.Instance" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#generate" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="generate(taggedSentence:com.johnsnowlabs.nlp.annotators.common.TaggedSentence,wordpieceEmbeddingsSentence:com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence):com.johnsnowlabs.ml.crf.TextSentenceAttrs"></a>
+      <a id="generate(TaggedSentence,WordpieceEmbeddingsSentence):TextSentenceAttrs"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">generate</span><span class="params">(<span name="taggedSentence">taggedSentence: <a href="../../common/TaggedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence">TaggedSentence</a></span>, <span name="wordpieceEmbeddingsSentence">wordpieceEmbeddingsSentence: <a href="../../common/WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a></span>)</span><span class="result">: <a href="../../../../ml/crf/TextSentenceAttrs.html" class="extype" name="com.johnsnowlabs.ml.crf.TextSentenceAttrs">TextSentenceAttrs</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@generate(taggedSentence:com.johnsnowlabs.nlp.annotators.common.TaggedSentence,wordpieceEmbeddingsSentence:com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence):com.johnsnowlabs.ml.crf.TextSentenceAttrs" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#generateDataset" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="generateDataset(sentences:TraversableOnce[(com.johnsnowlabs.ml.crf.TextSentenceLabels,com.johnsnowlabs.nlp.annotators.common.TaggedSentence,com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence)]):com.johnsnowlabs.ml.crf.CrfDataset"></a>
+      <a id="generateDataset(TraversableOnce[(TextSentenceLabels,TaggedSentence,WordpieceEmbeddingsSentence)]):CrfDataset"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">generateDataset</span><span class="params">(<span name="sentences">sentences: <span class="extype" name="scala.TraversableOnce">TraversableOnce</span>[(<a href="../../../../ml/crf/TextSentenceLabels.html" class="extype" name="com.johnsnowlabs.ml.crf.TextSentenceLabels">TextSentenceLabels</a>, <a href="../../common/TaggedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence">TaggedSentence</a>, <a href="../../common/WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a>)]</span>)</span><span class="result">: <a href="../../../../ml/crf/CrfDataset.html" class="extype" name="com.johnsnowlabs.ml.crf.CrfDataset">CrfDataset</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@generateDataset(sentences:TraversableOnce[(com.johnsnowlabs.ml.crf.TextSentenceLabels,com.johnsnowlabs.nlp.annotators.common.TaggedSentence,com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence)]):com.johnsnowlabs.ml.crf.CrfDataset" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#getName" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getName(source:String,idx1:Int,idx2:Int):String"></a>
+      <a id="getName(String,Int,Int):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getName</span><span class="params">(<span name="source">source: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="idx1">idx1: <span class="extype" name="scala.Int">Int</span></span>, <span name="idx2">idx2: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@getName(source:String,idx1:Int,idx2:Int):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#getName" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getName(source:String,idx:Int):String"></a>
+      <a id="getName(String,Int):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getName</span><span class="params">(<span name="source">source: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="idx">idx: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@getName(source:String,idx:Int):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#getPrefix" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getPrefix(token:String,size:Int,default:String):String"></a>
+      <a id="getPrefix(String,Int,String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getPrefix</span><span class="params">(<span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="size">size: <span class="extype" name="scala.Int">Int</span></span>, <span name="default">default: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;&quot;</span></span>)</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@getPrefix(token:String,size:Int,default:String):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#getShape" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getShape(token:String):String"></a>
+      <a id="getShape(String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getShape</span><span class="params">(<span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@getShape(token:String):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#getSuffix" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getSuffix(token:String,size:Int,default:String):String"></a>
+      <a id="getSuffix(String,Int,String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getSuffix</span><span class="params">(<span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="size">size: <span class="extype" name="scala.Int">Int</span></span>, <span name="default">default: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;&quot;</span></span>)</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@getSuffix(token:String,size:Int,default:String):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#getType" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getType(token:String):Int"></a>
+      <a id="getType(String):Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getType</span><span class="params">(<span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@getType(token:String):Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#isAllSymbols" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="isAllSymbols(token:String):Boolean"></a>
+      <a id="isAllSymbols(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isAllSymbols</span><span class="params">(<span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@isAllSymbols(token:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#isDigitOrPredicate" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="isDigitOrPredicate(token:String,predicate:Function[Char,Boolean]):Boolean"></a>
+      <a id="isDigitOrPredicate(String,Function[Char,Boolean]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDigitOrPredicate</span><span class="params">(<span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="predicate">predicate: <span class="extype" name="scala.Predef.Function">Function</span>[<span class="extype" name="scala.Char">Char</span>, <span class="extype" name="scala.Boolean">Boolean</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@isDigitOrPredicate(token:String,predicate:Function[Char,Boolean]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#isInRange" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="isInRange(idx:Int,size:Int):Boolean"></a>
+      <a id="isInRange(Int,Int):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInRange</span><span class="params">(<span name="idx">idx: <span class="extype" name="scala.Int">Int</span></span>, <span name="size">size: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@isInRange(idx:Int,size:Int):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@isShort(token:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#pairs" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@pairs:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#shapeEncoding" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@shapeEncoding:scala.collection.immutable.Map[Char,Char]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator#shrink" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="shrink(String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">shrink</span><span class="params">(<span name="str">str: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@shrink(str:String):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
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+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a id="window:Int"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator@window:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfApproach$.html
new file mode 100644
index 00000000000000..36f87030645e8e
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfApproach$.html
@@ -0,0 +1,532 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NerCrfApproach - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach</title>
+          <meta name="description" content="NerCrfApproach - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" />
+          <meta name="keywords" content="NerCrfApproach com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="NerCrfApproach.html" title="See companion class"><img alt="Object/Class" src="../../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">ner</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf">crf</a></p>
+        <h1><a href="NerCrfApproach.html" title="See companion class">NerCrfApproach</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="NerCrfApproach.html" title="See companion class">class NerCrfApproach</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
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+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
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+
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+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
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+
+        
+
+        
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+        <div id="values" class="values members">
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+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach$@##():Int" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):NerCrfApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="NerCrfApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[NerCrfApproach]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="NerCrfApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="NerCrfApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="NerCrfApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfApproach.html
new file mode 100644
index 00000000000000..80e1833f8243df
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfApproach.html
@@ -0,0 +1,2103 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NerCrfApproach - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach</title>
+          <meta name="description" content="NerCrfApproach - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" />
+          <meta name="keywords" content="NerCrfApproach com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="NerCrfApproach$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">ner</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf">crf</a></p>
+        <h1><a href="NerCrfApproach$.html" title="See companion object">NerCrfApproach</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="NerCrfApproach$.html" title="See companion object">object NerCrfApproach</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerCrfApproach</span><span class="result"> extends <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>] with <a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>], <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>], <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach"><span>NerCrfApproach</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach"><span>NerApproach</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorApproach"><span>AnnotatorApproach</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="org.apache.spark.ml.Estimator"><span>Estimator</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach"></a>
+      <a id="&lt;init&gt;:NerCrfApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerCrfApproach</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach"></a>
+      <a id="&lt;init&gt;:NerCrfApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerCrfApproach</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#beforeTraining" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="beforeTraining(SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeTraining</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach#c0" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="c0:org.apache.spark.ml.param.IntParam"></a>
+      <a id="c0:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">c0</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@c0:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):NerCrfApproach.this.type"></a>
+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]"></a>
+      <a id="copy(ParamMap):Estimator[NerCrfModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach#description" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="description:String"></a>
+      <a id="description:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@description:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a> → <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerApproach#entities" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="entities:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="entities:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">entities</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@entities:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach#externalFeatures" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="externalFeatures:com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam"></a>
+      <a id="externalFeatures:ExternalResourceParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">externalFeatures</span><span class="result">: <a href="../../param/ExternalResourceParam.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam">ExternalResourceParam</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@externalFeatures:com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_]):M"></a>
+      <a id="fit(Dataset[_]):NerCrfModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <a href="NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@fit(dataset:org.apache.spark.sql.Dataset[_]):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]"></a>
+      <a id="fit(Dataset[_],Array[ParamMap]):Seq[NerCrfModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMaps">paramMaps: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="fit(Dataset[_],ParamMap):NerCrfModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M"></a>
+      <a id="fit(Dataset[_],ParamPair[_],ParamPair[_]*):NerCrfModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach#includeConfidence" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="includeConfidence:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="includeConfidence:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">includeConfidence</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@includeConfidence:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a> → <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
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+      </h4><span class="permalink">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach#l2" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="l2:DoubleParam"></a>
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+      <span class="modifier_kind">
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+    </span>
+      
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@labelColumn:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a></dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@logName:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach#lossEps" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="lossEps:org.apache.spark.ml.param.DoubleParam"></a>
+      <a id="lossEps:DoubleParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">lossEps</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.DoubleParam">DoubleParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@lossEps:org.apache.spark.ml.param.DoubleParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerApproach#maxEpochs" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="maxEpochs:org.apache.spark.ml.param.IntParam"></a>
+      <a id="maxEpochs:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxEpochs</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@maxEpochs:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerApproach#minEpochs" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="minEpochs:org.apache.spark.ml.param.IntParam"></a>
+      <a id="minEpochs:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">minEpochs</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@minEpochs:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach#minW" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="minW:org.apache.spark.ml.param.DoubleParam"></a>
+      <a id="minW:DoubleParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">minW</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.DoubleParam">DoubleParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@minW:org.apache.spark.ml.param.DoubleParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#onTrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onTrained(NerCrfModel,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onTrained</span><span class="params">(<span name="model">model: <a href="NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:String"></a>
+      <a id="outputAnnotatorType:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@outputAnnotatorType:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a> → <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerApproach#randomSeed" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="randomSeed:org.apache.spark.ml.param.IntParam"></a>
+      <a id="randomSeed:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">randomSeed</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@randomSeed:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):NerCrfApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):NerCrfApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):NerCrfApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach#setC0" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setC0(c0:Int):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach"></a>
+      <a id="setC0(Int):NerCrfApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setC0</span><span class="params">(<span name="c0">c0: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@setC0(c0:Int):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):NerCrfApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):NerCrfApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerApproach#setEntities" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setEntities(tags:Array[String]):T"></a>
+      <a id="setEntities(Array[String]):NerCrfApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setEntities</span><span class="params">(<span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@setEntities(tags:Array[String]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach#setExternalFeatures" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setExternalFeatures(path:String,delimiter:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):NerCrfApproach.this.type"></a>
+      <a id="setExternalFeatures(String,String,Format,Map[String,String]):NerCrfApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setExternalFeatures</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="delimiter">delimiter: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="readAs">readAs: <a href="../../../util/io/ReadAs$.html#Format=com.johnsnowlabs.nlp.util.io.ReadAs.Value" class="extmbr" name="com.johnsnowlabs.nlp.util.io.ReadAs.Format">Format</a> = <span class="symbol"><span class="name"><a href="../../../../../package.html">ReadAs.LINE_BY_LINE</a></span></span></span>, <span name="options">options: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Map(&quot;format&quot; -&gt; &quot;text&quot;)</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@setExternalFeatures(path:String,delimiter:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):NerCrfApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach#setExternalFeatures" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setExternalFeatures(value:com.johnsnowlabs.nlp.util.io.ExternalResource):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach"></a>
+      <a id="setExternalFeatures(ExternalResource):NerCrfApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setExternalFeatures</span><span class="params">(<span name="value">value: <a href="../../../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@setExternalFeatures(value:com.johnsnowlabs.nlp.util.io.ExternalResource):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach#setIncludeConfidence" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setIncludeConfidence(c:Boolean):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach"></a>
+      <a id="setIncludeConfidence(Boolean):NerCrfApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setIncludeConfidence</span><span class="params">(<span name="c">c: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@setIncludeConfidence(c:Boolean):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):NerCrfApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):NerCrfApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach#setL2" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setL2(l2:Double):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach"></a>
+      <a id="setL2(Double):NerCrfApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setL2</span><span class="params">(<span name="l2">l2: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@setL2(l2:Double):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerApproach#setLabelColumn" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setLabelColumn(column:String):T"></a>
+      <a id="setLabelColumn(String):NerCrfApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setLabelColumn</span><span class="params">(<span name="column">column: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@setLabelColumn(column:String):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach#setLossEps" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setLossEps(eps:Double):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach"></a>
+      <a id="setLossEps(Double):NerCrfApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setLossEps</span><span class="params">(<span name="eps">eps: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@setLossEps(eps:Double):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerApproach#setMaxEpochs" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setMaxEpochs(epochs:Int):T"></a>
+      <a id="setMaxEpochs(Int):NerCrfApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMaxEpochs</span><span class="params">(<span name="epochs">epochs: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@setMaxEpochs(epochs:Int):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerApproach#setMinEpochs" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setMinEpochs(epochs:Int):T"></a>
+      <a id="setMinEpochs(Int):NerCrfApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMinEpochs</span><span class="params">(<span name="epochs">epochs: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@setMinEpochs(epochs:Int):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach#setMinW" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setMinW(w:Double):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach"></a>
+      <a id="setMinW(Double):NerCrfApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMinW</span><span class="params">(<span name="w">w: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@setMinW(w:Double):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):NerCrfApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerApproach#setRandomSeed" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setRandomSeed(seed:Int):T"></a>
+      <a id="setRandomSeed(Int):NerCrfApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setRandomSeed</span><span class="params">(<span name="seed">seed: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@setRandomSeed(seed:Int):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerApproach#setVerbose" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setVerbose(verbose:com.johnsnowlabs.nlp.annotators.ner.Verbose.Level):T"></a>
+      <a id="setVerbose(Level):NerCrfApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setVerbose</span><span class="params">(<span name="verbose">verbose: <a href="../Verbose$.html#Level=com.johnsnowlabs.nlp.annotators.ner.Verbose.Value" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.Verbose.Level">Level</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@setVerbose(verbose:com.johnsnowlabs.nlp.annotators.ner.Verbose.Level):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerApproach#setVerbose" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setVerbose(verbose:Int):T"></a>
+      <a id="setVerbose(Int):NerCrfApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setVerbose</span><span class="params">(<span name="verbose">verbose: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@setVerbose(verbose:Int):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach#train" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel"></a>
+      <a id="train(Dataset[_],Option[PipelineModel]):NerCrfModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">train</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursivePipeline">recursivePipeline: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</span>)</span><span class="result">: <a href="NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a> → <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerApproach#verbose" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="verbose:org.apache.spark.ml.param.IntParam"></a>
+      <a id="verbose:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">verbose</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@verbose:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">
+              <h3>Inherited from <a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.AnnotatorApproach">
+              <h3>Inherited from <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Estimator">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfModel$.html
new file mode 100644
index 00000000000000..4a6868784d2479
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfModel$.html
@@ -0,0 +1,570 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NerCrfModel - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel</title>
+          <meta name="description" content="NerCrfModel - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" />
+          <meta name="keywords" content="NerCrfModel com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="NerCrfModel.html" title="See companion class"><img alt="Object/Class" src="../../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">ner</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf">crf</a></p>
+        <h1><a href="NerCrfModel.html" title="See companion class">NerCrfModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="NerCrfModel.html" title="See companion class">class NerCrfModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerCrfModel</span><span class="result"> extends <a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>] with <a href="PretrainedNerCrf.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.PretrainedNerCrf">PretrainedNerCrf</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
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+      <a id="clone():Object"></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel$@finalize():Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel$@getClass():Class[_]" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel$@hashCode():Int" title="Permalink" target="_top">
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.PretrainedNerCrf#pretrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="PretrainedNerCrf.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.PretrainedNerCrf">PretrainedNerCrf</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[NerCrfModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.ner.crf.PretrainedNerCrf">
+              <h3>Inherited from <a href="PretrainedNerCrf.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.PretrainedNerCrf">PretrainedNerCrf</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfModel.html
new file mode 100644
index 00000000000000..f00cade3c8ff2e
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfModel.html
@@ -0,0 +1,2228 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NerCrfModel - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel</title>
+          <meta name="description" content="NerCrfModel - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" />
+          <meta name="keywords" content="NerCrfModel com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="NerCrfModel$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">ner</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf">crf</a></p>
+        <h1><a href="NerCrfModel$.html" title="See companion object">NerCrfModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="NerCrfModel$.html" title="See companion object">object NerCrfModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf">package crf</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerCrfModel</span><span class="result"> extends <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>], <a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>], <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel"><span>NerCrfModel</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel"></a>
+      <a id="&lt;init&gt;:NerCrfModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerCrfModel</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel"></a>
+      <a id="&lt;init&gt;:NerCrfModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerCrfModel</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a document and annotations and produces new annotations of this annotator's annotation type</p><div class="fullcomment"><div class="comment cmt"><p>takes a document and annotations and produces new annotations of this annotator's annotation type</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a> → <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):NerCrfModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):NerCrfModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../../../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel#dictionaryFeatures" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="dictionaryFeatures:com.johnsnowlabs.nlp.serialization.MapFeature[String,String]"></a>
+      <a id="dictionaryFeatures:MapFeature[String,String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dictionaryFeatures</span><span class="result">: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@dictionaryFeatures:com.johnsnowlabs.nlp.serialization.MapFeature[String,String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel#entities" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="entities:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="entities:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">entities</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@entities:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../../../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel#includeConfidence" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="includeConfidence:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="includeConfidence:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">includeConfidence</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@includeConfidence:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a> → <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+      </a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@logName:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a> → <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
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+      <h4 class="signature">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
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+        <span class="kind">lazy val</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):NerCrfModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):NerCrfModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="set[T](SetFeature[T],Set[T]):NerCrfModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="set[T](ArrayFeature[T],Array[T]):NerCrfModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="set(ParamPair[_]):NerCrfModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):NerCrfModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):NerCrfModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):NerCrfModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):NerCrfModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):NerCrfModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):NerCrfModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):NerCrfModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel#setDictionaryFeatures" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setDictionaryFeatures(dictFeatures:com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures):NerCrfModel.this.type"></a>
+      <a id="setDictionaryFeatures(DictionaryFeatures):NerCrfModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDictionaryFeatures</span><span class="params">(<span name="dictFeatures">dictFeatures: <a href="DictionaryFeatures.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures">DictionaryFeatures</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@setDictionaryFeatures(dictFeatures:com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures):NerCrfModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel#setEntities" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setEntities(toExtract:Array[String]):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel"></a>
+      <a id="setEntities(Array[String]):NerCrfModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setEntities</span><span class="params">(<span name="toExtract">toExtract: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@setEntities(toExtract:Array[String]):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel#setIncludeConfidence" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setIncludeConfidence(c:Boolean):NerCrfModel.this.type"></a>
+      <a id="setIncludeConfidence(Boolean):NerCrfModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setIncludeConfidence</span><span class="params">(<span name="c">c: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@setIncludeConfidence(c:Boolean):NerCrfModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):NerCrfModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):NerCrfModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel#setModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setModel(crf:com.johnsnowlabs.ml.crf.LinearChainCrfModel):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel"></a>
+      <a id="setModel(LinearChainCrfModel):NerCrfModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setModel</span><span class="params">(<span name="crf">crf: <a href="../../../../ml/crf/LinearChainCrfModel.html" class="extype" name="com.johnsnowlabs.ml.crf.LinearChainCrfModel">LinearChainCrfModel</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@setModel(crf:com.johnsnowlabs.ml.crf.LinearChainCrfModel):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):NerCrfModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[NerCrfModel]):NerCrfModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel#shrink" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="shrink(minW:Float):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel"></a>
+      <a id="shrink(Float):NerCrfModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">shrink</span><span class="params">(<span name="minW">minW: <span class="extype" name="scala.Float">Float</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@shrink(minW:Float):com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel#tag" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="tag(sentences:Seq[(com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence,com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence)]):Seq[com.johnsnowlabs.nlp.annotators.common.Annotated.NerTaggedSentence]"></a>
+      <a id="tag(Seq[(PosTaggedSentence,WordpieceEmbeddingsSentence)]):Seq[NerTaggedSentence]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tag</span><span class="params">(<span name="sentences">sentences: <span class="extype" name="scala.Seq">Seq</span>[(<a href="../../common/Annotated$.html#PosTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence">PosTaggedSentence</a>, <a href="../../common/WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a>)]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../common/Annotated$.html#NerTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.NerTaggedSentence">NerTaggedSentence</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@tag(sentences:Seq[(com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence,com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence)]):Seq[com.johnsnowlabs.nlp.annotators.common.Annotated.NerTaggedSentence]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">  Predicts Named Entities in input sentences</p><div class="fullcomment"><div class="comment cmt"><p>  Predicts Named Entities in input sentences</p></div><dl class="paramcmts block"><dt class="param">sentences</dt><dd class="cmt"><p>POS tagged sentences.</p></dd><dt>returns</dt><dd class="cmt"><p>sentences with recognized Named Entities</p></dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/PretrainedNerCrf.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/PretrainedNerCrf.html
new file mode 100644
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@@ -0,0 +1,502 @@
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+          <title>crf - com.johnsnowlabs.nlp.annotators.ner.crf</title>
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+          <meta name="keywords" content="crf com.johnsnowlabs.nlp.annotators.ner.crf" />
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+        <img alt="Package" src="../../../../../../lib/package_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">ner</a></p>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.crf.package" title="Permalink" target="_top">
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+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
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+            </div>
+
+        
+
+        
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+
+        <div id="inheritedMembers">
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+        <div id="groupedMembers">
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+      <div id="footer">  </div>
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/LoadsContrib$.html
@@ -0,0 +1,567 @@
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+        <head>
+          <title>LoadsContrib - com.johnsnowlabs.nlp.annotators.ner.dl.LoadsContrib</title>
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+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </h4><span class="permalink">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.LoadsContrib$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.LoadsContrib$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.LoadsContrib$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.LoadsContrib#contribPaths" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="contribPaths:Option[(String,String)]"></a>
+      <a id="contribPaths:Option[(String,String)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">contribPaths</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.LoadsContrib$@contribPaths:Option[(String,String)]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.LoadsContrib$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.LoadsContrib$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.LoadsContrib$@hashCode():Int" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.LoadsContrib$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.LoadsContrib#loadContribToCluster" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="loadContribToCluster(spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="loadContribToCluster(SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">loadContribToCluster</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.LoadsContrib$@loadContribToCluster(spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.LoadsContrib#loadContribToTensorflow" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="loadContribToTensorflow():Unit"></a>
+      <a id="loadContribToTensorflow():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.LoadsContrib$@loadContribToTensorflow():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.LoadsContrib#loadedToCluster" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="loadedToCluster:Boolean"></a>
+      <a id="loadedToCluster:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">loadedToCluster</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.LoadsContrib$@loadedToCluster:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.LoadsContrib#loadedToTensorflow" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="loadedToTensorflow:Boolean"></a>
+      <a id="loadedToTensorflow:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">loadedToTensorflow</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.LoadsContrib$@loadedToTensorflow:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.LoadsContrib$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach$.html
new file mode 100644
index 00000000000000..3e417c11bb0bfd
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach$.html
@@ -0,0 +1,551 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NerDLApproach - com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach</title>
+          <meta name="description" content="NerDLApproach - com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" />
+          <meta name="keywords" content="NerDLApproach com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach$';
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+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="NerDLApproach.html" title="See companion class"><img alt="Object/Class" src="../../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">ner</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl">dl</a></p>
+        <h1><a href="NerDLApproach.html" title="See companion class">NerDLApproach</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="NerDLApproach.html" title="See companion class">class NerDLApproach</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl">package dl</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
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+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
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+            <span class="filtertype"></span>
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+              <li class="showall in"><span>Show All</span></li>
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+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach$@clone():Object" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      <a id="getClass():Class[_]"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):NerDLApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[NerDLApproach]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver#searchForSuitableGraph" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="searchForSuitableGraph(tags:Int,embeddingsNDims:Int,nChars:Int,localGraphPath:Option[String],loadContrib:Boolean):String"></a>
+      <a id="searchForSuitableGraph(Int,Int,Int,Option[String],Boolean):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">searchForSuitableGraph</span><span class="params">(<span name="tags">tags: <span class="extype" name="scala.Int">Int</span></span>, <span name="embeddingsNDims">embeddingsNDims: <span class="extype" name="scala.Int">Int</span></span>, <span name="nChars">nChars: <span class="extype" name="scala.Int">Int</span></span>, <span name="localGraphPath">localGraphPath: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">None</span></span>, <span name="loadContrib">loadContrib: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach$@searchForSuitableGraph(tags:Int,embeddingsNDims:Int,nChars:Int,localGraphPath:Option[String],loadContrib:Boolean):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="WithGraphResolver.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver">WithGraphResolver</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver">
+              <h3>Inherited from <a href="WithGraphResolver.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver">WithGraphResolver</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.html
new file mode 100644
index 00000000000000..33a6123471c811
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.html
@@ -0,0 +1,2670 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NerDLApproach - com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach</title>
+          <meta name="description" content="NerDLApproach - com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" />
+          <meta name="keywords" content="NerDLApproach com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="NerDLApproach$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">ner</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl">dl</a></p>
+        <h1><a href="NerDLApproach$.html" title="See companion object">NerDLApproach</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="NerDLApproach$.html" title="See companion object">object NerDLApproach</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl">package dl</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerDLApproach</span><span class="result"> extends <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>] with <a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>] with <a href="../../../../ml/tensorflow/Logging.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.Logging">Logging</a> with <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <a href="../../../../ml/tensorflow/Logging.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.Logging">Logging</a>, <a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>], <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>], <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach"><span>NerDLApproach</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.Logging"><span>Logging</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach"><span>NerApproach</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorApproach"><span>AnnotatorApproach</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="org.apache.spark.ml.Estimator"><span>Estimator</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach"></a>
+      <a id="&lt;init&gt;:NerDLApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerDLApproach</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach"></a>
+      <a id="&lt;init&gt;:NerDLApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerDLApproach</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#batchSize" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="batchSize:org.apache.spark.ml.param.IntParam"></a>
+      <a id="batchSize:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">batchSize</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@batchSize:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#beforeTraining" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="beforeTraining(SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeTraining</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> → <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#calculateEmbeddingsDim" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="calculateEmbeddingsDim(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence]):Int"></a>
+      <a id="calculateEmbeddingsDim(Seq[WordpieceEmbeddingsSentence]):Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">calculateEmbeddingsDim</span><span class="params">(<span name="sentences">sentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../common/WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@calculateEmbeddingsDim(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence]):Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#configProtoBytes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="configProtoBytes:org.apache.spark.ml.param.IntArrayParam"></a>
+      <a id="configProtoBytes:IntArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">configProtoBytes</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntArrayParam">IntArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@configProtoBytes:org.apache.spark.ml.param.IntArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]"></a>
+      <a id="copy(ParamMap):Estimator[NerDLModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#description" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="description:String"></a>
+      <a id="description:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">description</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@description:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> → <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#dropout" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="dropout:org.apache.spark.ml.param.FloatParam"></a>
+      <a id="dropout:FloatParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dropout</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.FloatParam">FloatParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@dropout:org.apache.spark.ml.param.FloatParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerApproach#entities" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="entities:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="entities:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">entities</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@entities:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
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+      <span class="symbol">&quot;2.0.0&quot;</span>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
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+      <h4 class="signature">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
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+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#getBatchSize" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+        <span class="kind">def</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@getBatchSize:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <h4 class="signature">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@getDropout:Float" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#getLogName" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getLogName:String"></a>
+      <a id="getLogName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLogName</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@getLogName:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> → <a href="../../../../ml/tensorflow/Logging.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.Logging">Logging</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#getLr" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getLr:Float"></a>
+      <a id="getLr:Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLr</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@getLr:Float" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#getPo" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getPo:Float"></a>
+      <a id="getPo:Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getPo</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@getPo:Float" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#getTrainValidationProp" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getTrainValidationProp:Float"></a>
+      <a id="getTrainValidationProp:Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getTrainValidationProp</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@getTrainValidationProp:Float" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#getUseContrib" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getUseContrib:Boolean"></a>
+      <a id="getUseContrib:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getUseContrib</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@getUseContrib:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#graphFolder" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="graphFolder:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="graphFolder:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">graphFolder</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@graphFolder:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> → <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@logName:String" title="Permalink" target="_top">
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
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+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#onTrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onTrained(NerDLModel,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onTrained</span><span class="params">(<span name="model">model: <a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:String"></a>
+      <a id="outputAnnotatorType:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@outputAnnotatorType:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> → <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#po" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="po:org.apache.spark.ml.param.FloatParam"></a>
+      <a id="po:FloatParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">po</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.FloatParam">FloatParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@po:org.apache.spark.ml.param.FloatParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerApproach#randomSeed" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="randomSeed:org.apache.spark.ml.param.IntParam"></a>
+      <a id="randomSeed:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">randomSeed</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@randomSeed:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#setBatchSize" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setBatchSize(batch:Int):NerDLApproach.this.type"></a>
+      <a id="setBatchSize(Int):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setBatchSize(batch:Int):NerDLApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#setConfigProtoBytes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setConfigProtoBytes(bytes:Array[Int]):NerDLApproach.this.type"></a>
+      <a id="setConfigProtoBytes(Array[Int]):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setConfigProtoBytes(bytes:Array[Int]):NerDLApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#setDropout" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setDropout(dropout:Float):NerDLApproach.this.type"></a>
+      <a id="setDropout(Float):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDropout</span><span class="params">(<span name="dropout">dropout: <span class="extype" name="scala.Float">Float</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setDropout(dropout:Float):NerDLApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerApproach#setEntities" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setEntities(tags:Array[String]):T"></a>
+      <a id="setEntities(Array[String]):NerDLApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setEntities</span><span class="params">(<span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setEntities(tags:Array[String]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#setGraphFolder" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setGraphFolder(path:String):NerDLApproach.this.type"></a>
+      <a id="setGraphFolder(String):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setGraphFolder</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setGraphFolder(path:String):NerDLApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerApproach#setLabelColumn" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setLabelColumn(column:String):T"></a>
+      <a id="setLabelColumn(String):NerDLApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setLabelColumn</span><span class="params">(<span name="column">column: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setLabelColumn(column:String):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#setLr" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setLr(lr:Float):NerDLApproach.this.type"></a>
+      <a id="setLr(Float):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setLr</span><span class="params">(<span name="lr">lr: <span class="extype" name="scala.Float">Float</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setLr(lr:Float):NerDLApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerApproach#setMaxEpochs" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setMaxEpochs(epochs:Int):T"></a>
+      <a id="setMaxEpochs(Int):NerDLApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMaxEpochs</span><span class="params">(<span name="epochs">epochs: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setMaxEpochs(epochs:Int):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerApproach#setMinEpochs" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setMinEpochs(epochs:Int):T"></a>
+      <a id="setMinEpochs(Int):NerDLApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMinEpochs</span><span class="params">(<span name="epochs">epochs: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setMinEpochs(epochs:Int):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#setPo" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setPo(po:Float):NerDLApproach.this.type"></a>
+      <a id="setPo(Float):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setPo</span><span class="params">(<span name="po">po: <span class="extype" name="scala.Float">Float</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setPo(po:Float):NerDLApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerApproach#setRandomSeed" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setRandomSeed(seed:Int):T"></a>
+      <a id="setRandomSeed(Int):NerDLApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setRandomSeed</span><span class="params">(<span name="seed">seed: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setRandomSeed(seed:Int):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#setTrainValidationProp" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setTrainValidationProp(trainValidationProp:Float):NerDLApproach.this.type"></a>
+      <a id="setTrainValidationProp(Float):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setTrainValidationProp</span><span class="params">(<span name="trainValidationProp">trainValidationProp: <span class="extype" name="scala.Float">Float</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setTrainValidationProp(trainValidationProp:Float):NerDLApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#setUseContrib" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setUseContrib(value:Boolean):NerDLApproach.this.type"></a>
+      <a id="setUseContrib(Boolean):NerDLApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setUseContrib</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setUseContrib(value:Boolean):NerDLApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerApproach#setVerbose" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setVerbose(verbose:com.johnsnowlabs.nlp.annotators.ner.Verbose.Level):T"></a>
+      <a id="setVerbose(Level):NerDLApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setVerbose</span><span class="params">(<span name="verbose">verbose: <a href="../Verbose$.html#Level=com.johnsnowlabs.nlp.annotators.ner.Verbose.Value" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.Verbose.Level">Level</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setVerbose(verbose:com.johnsnowlabs.nlp.annotators.ner.Verbose.Level):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerApproach#setVerbose" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setVerbose(verbose:Int):T"></a>
+      <a id="setVerbose(Int):NerDLApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setVerbose</span><span class="params">(<span name="verbose">verbose: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@setVerbose(verbose:Int):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#train" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel"></a>
+      <a id="train(Dataset[_],Option[PipelineModel]):NerDLModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">train</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursivePipeline">recursivePipeline: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</span>)</span><span class="result">: <a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> → <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#trainValidationProp" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="trainValidationProp:org.apache.spark.ml.param.FloatParam"></a>
+      <a id="trainValidationProp:FloatParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">trainValidationProp</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.FloatParam">FloatParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@trainValidationProp:org.apache.spark.ml.param.FloatParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#useContrib" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="useContrib:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="useContrib:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">useContrib</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@useContrib:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerApproach#verbose" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="verbose:org.apache.spark.ml.param.IntParam"></a>
+      <a id="verbose:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">verbose</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@verbose:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach#verboseLevel" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="verboseLevel:Verbose.Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+        <span class="name">verboseLevel</span><span class="result">: <a href="../Verbose$.html#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.annotators.ner.Verbose.Value">Verbose.Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@verboseLevel:com.johnsnowlabs.nlp.annotators.ner.Verbose.Value" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> → <a href="../../../../ml/tensorflow/Logging.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.Logging">Logging</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.Logging">
+              <h3>Inherited from <a href="../../../../ml/tensorflow/Logging.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.Logging">Logging</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">
+              <h3>Inherited from <a href="../NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.AnnotatorApproach">
+              <h3>Inherited from <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Estimator">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModel$.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModel$.html
@@ -0,0 +1,625 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NerDLModel - com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel</title>
+          <meta name="description" content="NerDLModel - com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" />
+          <meta name="keywords" content="NerDLModel com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="NerDLModel.html" title="See companion class"><img alt="Object/Class" src="../../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">ner</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl">dl</a></p>
+        <h1><a href="NerDLModel.html" title="See companion class">NerDLModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="NerDLModel.html" title="See companion class">class NerDLModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl">package dl</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerDLModel</span><span class="result"> extends <a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>] with <a href="ReadsNERGraph.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph">ReadsNERGraph</a> with <a href="PretrainedNerDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.PretrainedNerDL">PretrainedNerDL</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="PretrainedNerDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.PretrainedNerDL">PretrainedNerDL</a>, <a href="ReadsNERGraph.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph">ReadsNERGraph</a>, <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel"><span>NerDLModel</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.ner.dl.PretrainedNerDL"><span>PretrainedNerDL</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph"><span>ReadsNERGraph</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((NerDLModel,String,SparkSession)⇒Unit):Unit"></a>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
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+        <span class="kind">def</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):NerDLModel"></a>
+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.PretrainedNerDL#pretrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$@pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="PretrainedNerDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.PretrainedNerDL">PretrainedNerDL</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[NerDLModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
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+      <a id="readNerGraph(NerDLModel,String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$@readNerGraph(instance:com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel,path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadsNERGraph.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph">ReadsNERGraph</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowModel" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a>
+      <a id="readTensorflowModel(String,SparkSession,String,Boolean,Boolean,Array[String]):TensorflowWrapper"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$@readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph#tfFile" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="tfFile:String"></a>
+      <a id="tfFile:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tfFile</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$@tfFile:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadsNERGraph.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph">ReadsNERGraph</a> → <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.ner.dl.PretrainedNerDL">
+              <h3>Inherited from <a href="PretrainedNerDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.PretrainedNerDL">PretrainedNerDL</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph">
+              <h3>Inherited from <a href="ReadsNERGraph.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph">ReadsNERGraph</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
+              <h3>Inherited from <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModel.html
new file mode 100644
index 00000000000000..5aacaebcac32b7
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModel.html
@@ -0,0 +1,2281 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NerDLModel - com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel</title>
+          <meta name="description" content="NerDLModel - com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" />
+          <meta name="keywords" content="NerDLModel com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="NerDLModel$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">ner</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl">dl</a></p>
+        <h1><a href="NerDLModel$.html" title="See companion object">NerDLModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="NerDLModel$.html" title="See companion object">object NerDLModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl">package dl</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerDLModel</span><span class="result"> extends <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>] with <a href="../../../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../../../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a>, <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>], <a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>], <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel"><span>NerDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel"><span>WriteTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
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+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel"></a>
+      <a id="&lt;init&gt;:NerDLModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerDLModel</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a document and annotations and produces new annotations of this annotator's annotation type</p><div class="fullcomment"><div class="comment cmt"><p>takes a document and annotations and produces new annotations of this annotator's annotation type</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a> → <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel#batchSize" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="batchSize:org.apache.spark.ml.param.IntParam"></a>
+      <a id="batchSize:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">batchSize</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@batchSize:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):NerDLModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel#configProtoBytes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="configProtoBytes:org.apache.spark.ml.param.IntArrayParam"></a>
+      <a id="configProtoBytes:IntArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">configProtoBytes</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntArrayParam">IntArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@configProtoBytes:org.apache.spark.ml.param.IntArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):NerDLModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel#datasetParams" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="datasetParams:com.johnsnowlabs.nlp.serialization.StructFeature[com.johnsnowlabs.ml.tensorflow.DatasetEncoderParams]"></a>
+      <a id="datasetParams:StructFeature[DatasetEncoderParams]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">datasetParams</span><span class="result">: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<a href="../../../../ml/tensorflow/DatasetEncoderParams.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.DatasetEncoderParams">DatasetEncoderParams</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@datasetParams:com.johnsnowlabs.nlp.serialization.StructFeature[com.johnsnowlabs.ml.tensorflow.DatasetEncoderParams]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../../../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../../../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel#getConfigProtoBytes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getConfigProtoBytes:Option[Array[Byte]]"></a>
+      <a id="getConfigProtoBytes:Option[Array[Byte]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getConfigProtoBytes</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@getConfigProtoBytes:Option[Array[Byte]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel#getModelIfNotSet" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getModelIfNotSet:com.johnsnowlabs.ml.tensorflow.TensorflowNer"></a>
+      <a id="getModelIfNotSet:TensorflowNer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getModelIfNotSet</span><span class="result">: <a href="../../../../ml/tensorflow/TensorflowNer.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowNer">TensorflowNer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@getModelIfNotSet:com.johnsnowlabs.ml.tensorflow.TensorflowNer" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a> → <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@logName:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel#minProba" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="minProba:FloatParam"></a>
+      <h4 class="signature">
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+        <span class="kind">val</span>
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+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel#onWrite" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a> → <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:String"></a>
+      <a id="outputAnnotatorType:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@outputAnnotatorType:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a> → <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[NerDLModel]"></a>
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+      <span class="modifier_kind">
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+        <span class="kind">var</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):NerDLModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):NerDLModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):NerDLModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):NerDLModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):NerDLModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):NerDLModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):NerDLModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel#setBatchSize" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setBatchSize(size:Int):com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel"></a>
+      <a id="setBatchSize(Int):NerDLModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setBatchSize</span><span class="params">(<span name="size">size: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@setBatchSize(size:Int):com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel#setConfigProtoBytes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setConfigProtoBytes(bytes:Array[Int]):com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel"></a>
+      <a id="setConfigProtoBytes(Array[Int]):NerDLModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setConfigProtoBytes</span><span class="params">(<span name="bytes">bytes: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@setConfigProtoBytes(bytes:Array[Int]):com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel#setDatasetParams" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setDatasetParams(params:com.johnsnowlabs.ml.tensorflow.DatasetEncoderParams):com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel"></a>
+      <a id="setDatasetParams(DatasetEncoderParams):NerDLModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDatasetParams</span><span class="params">(<span name="params">params: <a href="../../../../ml/tensorflow/DatasetEncoderParams.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.DatasetEncoderParams">DatasetEncoderParams</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@setDatasetParams(params:com.johnsnowlabs.ml.tensorflow.DatasetEncoderParams):com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):NerDLModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):NerDLModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):NerDLModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):NerDLModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):NerDLModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):NerDLModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):NerDLModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):NerDLModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel#setMinProbability" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setMinProbability(minProba:Float):com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel"></a>
+      <a id="setMinProbability(Float):NerDLModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMinProbability</span><span class="params">(<span name="minProba">minProba: <span class="extype" name="scala.Float">Float</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@setMinProbability(minProba:Float):com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel#setModelIfNotSet" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tf:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper):NerDLModel.this.type"></a>
+      <a id="setModelIfNotSet(SparkSession,TensorflowWrapper):NerDLModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setModelIfNotSet</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tf">tf: <a href="../../../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tf:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper):NerDLModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):NerDLModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[NerDLModel]):NerDLModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel#tag" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="tag(tokenized:Array[com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence]):Array[com.johnsnowlabs.nlp.annotators.common.Annotated.NerTaggedSentence]"></a>
+      <a id="tag(Array[WordpieceEmbeddingsSentence]):Array[NerTaggedSentence]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tag</span><span class="params">(<span name="tokenized">tokenized: <span class="extype" name="scala.Array">Array</span>[<a href="../../common/WordpieceEmbeddingsSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="../../common/Annotated$.html#NerTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.NerTaggedSentence">NerTaggedSentence</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@tag(tokenized:Array[com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence]):Array[com.johnsnowlabs.nlp.annotators.common.Annotated.NerTaggedSentence]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel#writeTensorflowModel" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="writeTensorflowModel(String,SparkSession,TensorflowWrapper,String,String,Option[Array[Byte]]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">writeTensorflowModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflow">tensorflow: <a href="../../../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="filename">filename: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="configProtoBytes">configProtoBytes: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel@writeTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,suffix:String,filename:String,configProtoBytes:Option[Array[Byte]]):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">
+              <h3>Inherited from <a href="../../../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModelPythonReader$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModelPythonReader$.html
new file mode 100644
index 00000000000000..7c10ebf6b5c987
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModelPythonReader$.html
@@ -0,0 +1,584 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NerDLModelPythonReader - com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader</title>
+          <meta name="description" content="NerDLModelPythonReader - com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader" />
+          <meta name="keywords" content="NerDLModelPythonReader com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">ner</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl">dl</a></p>
+        <h1>NerDLModelPythonReader</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl">package dl</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NerDLModelPythonReader</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader"><span>NerDLModelPythonReader</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
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+        
+
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+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader#charsFile" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="charsFile:String"></a>
+      <a id="charsFile:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader$@charsFile:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader#embeddingsFile" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="embeddingsFile:String"></a>
+      <a id="embeddingsFile:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader$@embeddingsFile:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader#embeddingsMetaFile" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="embeddingsMetaFile:String"></a>
+      <a id="embeddingsMetaFile:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">embeddingsMetaFile</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader$@embeddingsMetaFile:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/PretrainedNerDL.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/PretrainedNerDL.html
new file mode 100644
index 00000000000000..4129feab6ecce6
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/PretrainedNerDL.html
@@ -0,0 +1,502 @@
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+<html>
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+          <meta name="description" content="PretrainedNerDL - com.johnsnowlabs.nlp.annotators.ner.dl.PretrainedNerDL" />
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+        <body class="type">
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+        <img alt="Trait" src="../../../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">ner</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl">dl</a></p>
+        <h1>PretrainedNerDL</h1><h3><span class="morelinks"><div>Related Doc:
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+        <span class="kind">trait</span>
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+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ReadsNERGraph.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ReadsNERGraph.html
new file mode 100644
index 00000000000000..8fef29fab8874a
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ReadsNERGraph.html
@@ -0,0 +1,601 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ReadsNERGraph - com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph</title>
+          <meta name="description" content="ReadsNERGraph - com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph" />
+          <meta name="keywords" content="ReadsNERGraph com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">ner</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl">dl</a></p>
+        <h1>ReadsNERGraph</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl">package dl</a>
+          </div></span></h3><span class="permalink">
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+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
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+      <span class="symbol">
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+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):NerDLModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[NerDLModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph#readNerGraph" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="readNerGraph(instance:com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="readNerGraph(NerDLModel,String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readNerGraph</span><span class="params">(<span name="instance">instance: <a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph@readNerGraph(instance:com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel,path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowModel" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a>
+      <a id="readTensorflowModel(String,SparkSession,String,Boolean,Boolean,Array[String]):TensorflowWrapper"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>)</span><span class="result">: <a href="../../../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph@readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph#tfFile" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="tfFile:String"></a>
+      <a id="tfFile:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tfFile</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph@tfFile:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph">ReadsNERGraph</a> → <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
+              <h3>Inherited from <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/WithGraphResolver.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/WithGraphResolver.html
new file mode 100644
index 00000000000000..d6a70dcb19d09f
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/WithGraphResolver.html
@@ -0,0 +1,502 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>WithGraphResolver - com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver</title>
+          <meta name="description" content="WithGraphResolver - com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver" />
+          <meta name="keywords" content="WithGraphResolver com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">ner</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl">dl</a></p>
+        <h1>WithGraphResolver</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl">package dl</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WithGraphResolver</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="NerDLApproach$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>, <a href="../../../annotator/package$$NerDLApproach$.html" class="extype" name="com.johnsnowlabs.nlp.annotator.NerDLApproach">NerDLApproach</a></div>
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+      </span>
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+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver@clone():Object" title="Permalink" target="_top">
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+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver@notifyAll():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver#searchForSuitableGraph" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="searchForSuitableGraph(tags:Int,embeddingsNDims:Int,nChars:Int,localGraphPath:Option[String],loadContrib:Boolean):String"></a>
+      <a id="searchForSuitableGraph(Int,Int,Int,Option[String],Boolean):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">searchForSuitableGraph</span><span class="params">(<span name="tags">tags: <span class="extype" name="scala.Int">Int</span></span>, <span name="embeddingsNDims">embeddingsNDims: <span class="extype" name="scala.Int">Int</span></span>, <span name="nChars">nChars: <span class="extype" name="scala.Int">Int</span></span>, <span name="localGraphPath">localGraphPath: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">None</span></span>, <span name="loadContrib">loadContrib: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver@searchForSuitableGraph(tags:Int,embeddingsNDims:Int,nChars:Int,localGraphPath:Option[String],loadContrib:Boolean):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver@toString():String" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver@wait():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.package@NerApproach[T&lt;:com.johnsnowlabs.nlp.annotators.ner.NerApproach[_]]extendsParams" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerConverter" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="NerConverterextendsAnnotatorModel[com.johnsnowlabs.nlp.annotators.ner.NerConverter]"></a>
+      <a id="NerConverter:NerConverter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.package@NerConverterextendsAnnotatorModel[com.johnsnowlabs.nlp.annotators.ner.NerConverter]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Converts IOB or IOB2 representation of NER to user-friendly.</p><div class="fullcomment"><div class="comment cmt"><p>Converts IOB or IOB2 representation of NER to user-friendly.
+See https://en.wikipedia.org/wiki/Inside%E2%80%93outside%E2%80%93beginning_(tagging)
+</p></div></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.ner.NerConverter" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="NerConverter"></a>
+      <a id="NerConverter:NerConverter"></a>
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+      <span class="modifier_kind">
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+        <span class="kind">object</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.package@NerConverter" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.NerTagsEncoding" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="NerTagsEncoding"></a>
+      <a id="NerTagsEncoding:NerTagsEncoding"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.package@NerTagsEncoding" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Works with different NER representations as tags
+Supports: IOB and IOB2 https://en.wikipedia.org/wiki/Inside%E2%80%93outside%E2%80%93beginning_(tagging)
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.Verbose" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.package@Verbose" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.crf" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="crf"></a>
+      <a id="crf:crf"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+      <span class="symbol">
+        <a href="crf/package.html"><span class="name">crf</span></a>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.package@crf" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner.dl" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="dl"></a>
+      <a id="dl:dl"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">package</span>
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+        <a href="dl/package.html"><span class="name">dl</span></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.ner.package@dl" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
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+        </div>
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+      <div id="tooltip"></div>
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+      <div id="footer">  </div>
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/package.html b/docs/api/com/johnsnowlabs/nlp/annotators/package.html
new file mode 100644
index 00000000000000..40b828bc0fecd9
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/package.html
@@ -0,0 +1,751 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>annotators - com.johnsnowlabs.nlp.annotators</title>
+          <meta name="description" content="annotators - com.johnsnowlabs.nlp.annotators" />
+          <meta name="keywords" content="annotators com.johnsnowlabs.nlp.annotators" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.package';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Package" src="../../../../lib/package_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1>annotators</h1><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.package" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotators</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        
+        
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ChunkTokenizerextendsTokenizer"></a>
+      <a id="ChunkTokenizer:ChunkTokenizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="ChunkTokenizer.html"><span class="name">ChunkTokenizer</span></a><span class="result"> extends <a href="Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.package@ChunkTokenizerextendsTokenizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Chunker" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ChunkerextendsAnnotatorModel[com.johnsnowlabs.nlp.annotators.Chunker]"></a>
+      <a id="Chunker:Chunker"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="Chunker.html"><span class="name">Chunker</span></a><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.package@ChunkerextendsAnnotatorModel[com.johnsnowlabs.nlp.annotators.Chunker]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.DateMatcher" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="DateMatcherextendsAnnotatorModel[com.johnsnowlabs.nlp.annotators.DateMatcher]"></a>
+      <a id="DateMatcher:DateMatcher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="DateMatcher.html"><span class="name">DateMatcher</span></a><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.package@DateMatcherextendsAnnotatorModel[com.johnsnowlabs.nlp.annotators.DateMatcher]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Matches standard date formats into a provided format</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.Lemmatizer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="LemmatizerextendsAnnotatorApproach[com.johnsnowlabs.nlp.annotators.LemmatizerModel]"></a>
+      <a id="Lemmatizer:Lemmatizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="Lemmatizer.html"><span class="name">Lemmatizer</span></a><span class="result"> extends <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.package@LemmatizerextendsAnnotatorApproach[com.johnsnowlabs.nlp.annotators.LemmatizerModel]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Class to find standarized lemmas from words.</p><div class="fullcomment"><div class="comment cmt"><p>Class to find standarized lemmas from words. Uses a user-provided or default dictionary.</p></div></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.LemmatizerModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="LemmatizerModelextendsAnnotatorModel[com.johnsnowlabs.nlp.annotators.LemmatizerModel]"></a>
+      <a id="LemmatizerModel:LemmatizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="LemmatizerModel.html"><span class="name">LemmatizerModel</span></a><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.package@LemmatizerModelextendsAnnotatorModel[com.johnsnowlabs.nlp.annotators.LemmatizerModel]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Normalizer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="NormalizerextendsAnnotatorApproach[com.johnsnowlabs.nlp.annotators.NormalizerModel]"></a>
+      <a id="Normalizer:Normalizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="Normalizer.html"><span class="name">Normalizer</span></a><span class="result"> extends <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.package@NormalizerextendsAnnotatorApproach[com.johnsnowlabs.nlp.annotators.NormalizerModel]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator that cleans out tokens.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator that cleans out tokens. Requires stems, hence tokens</p></div></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.NormalizerModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="NormalizerModelextendsAnnotatorModel[com.johnsnowlabs.nlp.annotators.NormalizerModel]"></a>
+      <a id="NormalizerModel:NormalizerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="NormalizerModel.html"><span class="name">NormalizerModel</span></a><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.package@NormalizerModelextendsAnnotatorModel[com.johnsnowlabs.nlp.annotators.NormalizerModel]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.PretrainedLemmatizer" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="PretrainedLemmatizerextendsAnyRef"></a>
+      <a id="PretrainedLemmatizer:PretrainedLemmatizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a href="PretrainedLemmatizer.html"><span class="name">PretrainedLemmatizer</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.package@PretrainedLemmatizerextendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.PretrainedTokenizer" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="PretrainedTokenizerextendsAnyRef"></a>
+      <a id="PretrainedTokenizer:PretrainedTokenizer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a href="PretrainedTokenizer.html"><span class="name">PretrainedTokenizer</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.package@PretrainedTokenizerextendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcher" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="RegexMatcherextendsAnnotatorApproach[com.johnsnowlabs.nlp.annotators.RegexMatcherModel]"></a>
+      <a id="RegexMatcher:RegexMatcher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="RegexMatcher.html"><span class="name">RegexMatcher</span></a><span class="result"> extends <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.package@RegexMatcherextendsAnnotatorApproach[com.johnsnowlabs.nlp.annotators.RegexMatcherModel]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
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+        <span class="kind">class</span>
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="com.johnsnowlabs.nlp.annotators.Stemmer" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="com.johnsnowlabs.nlp.annotators.LemmatizerModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.package@LemmatizerModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Normalizer" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.package@Normalizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.NormalizerModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.package@NormalizerModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcher" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.package@RegexMatcher" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.package@RegexMatcherModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.Stemmer" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.package@Stemmer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="com.johnsnowlabs.nlp.annotators.TextMatcher" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.package@TextMatcherModel" title="Permalink" target="_top">
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.annotators.package@Tokenizer" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/param/AnnotatorParam$SerializableFormat$$SerializableDateFormat.html b/docs/api/com/johnsnowlabs/nlp/annotators/param/AnnotatorParam$SerializableFormat$$SerializableDateFormat.html
new file mode 100644
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@@ -0,0 +1,555 @@
+<!DOCTYPE html >
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+        <h1>SerializableDateFormat</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="AnnotatorParam$SerializableFormat$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.SerializableFormat">package SerializableFormat</a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
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+      <a id="wait():Unit"></a>
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+        <span class="modifier">final </span>
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+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/param/AnnotatorParam$SerializableFormat$.html b/docs/api/com/johnsnowlabs/nlp/annotators/param/AnnotatorParam$SerializableFormat$.html
new file mode 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/param/AnnotatorParam$SerializableFormat$.html
@@ -0,0 +1,1120 @@
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+        <h1>SerializableFormat</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="AnnotatorParam.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam">package AnnotatorParam</a>
+          </div></span></h3><span class="permalink">
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+        <span class="modifier"></span>
+        <span class="kind">object</span>
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+      <span class="symbol">
+        <span class="name">SerializableFormat</span><span class="result"> extends <span class="extype" name="org.json4s.Formats">Formats</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Workaround json4s issue of DefaultFormats not being Serializable in provided release</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="org.json4s.Formats">Formats</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+      <a id="SerializableDateFormat:SerializableDateFormat"></a>
+      <h4 class="signature">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
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+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+    </li><li name="org.json4s.Formats#withEmptyValueStrategy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/param/AnnotatorParam.html b/docs/api/com/johnsnowlabs/nlp/annotators/param/AnnotatorParam.html
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/param/AnnotatorParam.html
@@ -0,0 +1,682 @@
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+<html>
+        <head>
+          <title>AnnotatorParam - com.johnsnowlabs.nlp.annotators.param.AnnotatorParam</title>
+          <meta name="description" content="AnnotatorParam - com.johnsnowlabs.nlp.annotators.param.AnnotatorParam" />
+          <meta name="keywords" content="AnnotatorParam com.johnsnowlabs.nlp.annotators.param.AnnotatorParam" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param">param</a></p>
+        <h1>AnnotatorParam</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param">package param</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorParam</span><span class="tparams">[<span name="A">A &lt;: <a href="WritableAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent">WritableAnnotatorComponent</a></span>, <span name="B">B &lt;: <a href="SerializedAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent">SerializedAnnotatorComponent</a>[_ &lt;: <span class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.A">A</span>]</span>]</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.A">A</span>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Structure to guideline a writable non-standard PARAM for any annotator
+Uses json4s jackson for serialization</p></div><dl class="paramcmts block"><dt class="tparam">A</dt><dd class="cmt"><p>Any kind of Writable annotator component (usually a model approach)</p></dd><dt class="tparam">B</dt><dd class="cmt"><p>Any kind of serialized figure, of writable type</p></dd></dl><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.A">A</span>], <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="ExternalResourceParam.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam">ExternalResourceParam</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
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+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam"><span>AnnotatorParam</span></li><li class="in" name="org.apache.spark.ml.param.Param"><span>Param</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
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+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;(identifiable:org.apache.spark.ml.util.Identifiable,name:String,description:String)(implicitm:Manifest[B]):com.johnsnowlabs.nlp.annotators.param.AnnotatorParam[A,B]"></a>
+      <a id="&lt;init&gt;:AnnotatorParam[A,B]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorParam</span><span class="params">(<span name="identifiable">identifiable: <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></span>, <span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="description">description: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="params">(<span class="implicit">implicit </span><span name="m">m: <span class="extype" name="scala.Predef.Manifest">Manifest</span>[<span class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.B">B</span>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@&lt;init&gt;(identifiable:org.apache.spark.ml.util.Identifiable,name:String,description:String)(implicitm:Manifest[B]):com.johnsnowlabs.nlp.annotators.param.AnnotatorParam[A,B]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">identifiable</dt><dd class="cmt"><p>Required for uid generation and storage as ML Params</p></dd><dt class="param">name</dt><dd class="cmt"><p>name of this Param, just like <span class="extype" name="Param">Param</span></p></dd><dt class="param">description</dt><dd class="cmt"><p>description of this Param, just like <span class="extype" name="Param">Param</span></p></dd><dt class="param">m</dt><dd class="cmt"><p>Implicit manifest constructor representation</p></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Param#-&gt;" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="-&gt;(value:T):org.apache.spark.ml.param.ParamPair[T]"></a>
+      <a id="-&gt;(A):ParamPair[A]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $minus$greater" class="name">-&gt;</span><span class="params">(<span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.A">A</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[<span class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.A">A</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@-&gt;(value:T):org.apache.spark.ml.param.ParamPair[T]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Param</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.SerializableFormat" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SerializableFormat"></a>
+      <a id="SerializableFormat:SerializableFormat"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="AnnotatorParam$SerializableFormat$.html"><span class="name">SerializableFormat</span></a><span class="result"> extends <span class="extype" name="org.json4s.Formats">Formats</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@SerializableFormat" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Workaround json4s issue of DefaultFormats not being Serializable in provided release</p>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Param#doc" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="doc:String"></a>
+      <a id="doc:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">doc</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@doc:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Param</dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Param#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(obj:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="obj">obj: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@equals(obj:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Param → AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam#formats" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="formats:AnnotatorParam.this.SerializableFormat.type"></a>
+      <a id="formats:SerializableFormat.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formats</span><span class="result">: <a href="AnnotatorParam$SerializableFormat$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.SerializableFormat">SerializableFormat</a>.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@formats:AnnotatorParam.this.SerializableFormat.type" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Param#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Param → AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Param#isValid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isValid:T=&gt;Boolean"></a>
+      <a id="isValid:(A)⇒Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isValid</span><span class="result">: (<span class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.A">A</span>) ⇒ <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@isValid:T=&gt;Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Param</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam#jsonDecode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="jsonDecode(json:String):A"></a>
+      <a id="jsonDecode(String):A"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">jsonDecode</span><span class="params">(<span name="json">json: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.A">A</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@jsonDecode(json:String):A" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam">AnnotatorParam</a> → Param</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam#jsonEncode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="jsonEncode(value:A):String"></a>
+      <a id="jsonEncode(A):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">jsonEncode</span><span class="params">(<span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.A">A</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@jsonEncode(value:A):String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam">AnnotatorParam</a> → Param</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Param#name" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="name:String"></a>
+      <a id="name:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">name</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@name:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">name of this Param, just like <span class="extype" name="Param">Param</span></p><div class="fullcomment"><div class="comment cmt"><p>name of this Param, just like <span class="extype" name="Param">Param</span></p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd>Param</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Param#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:String"></a>
+      <a id="parent:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@parent:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Param</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Param#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Param → AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Param#w" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="w(value:T):org.apache.spark.ml.param.ParamPair[T]"></a>
+      <a id="w(A):ParamPair[A]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">w</span><span class="params">(<span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.A">A</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[<span class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.A">A</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@w(value:T):org.apache.spark.ml.param.ParamPair[T]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Param</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="org.apache.spark.ml.param.Param">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.A">A</span>]</h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/param/ExternalResourceParam.html b/docs/api/com/johnsnowlabs/nlp/annotators/param/ExternalResourceParam.html
new file mode 100644
index 00000000000000..e66569098caf4d
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/param/ExternalResourceParam.html
@@ -0,0 +1,680 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ExternalResourceParam - com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam</title>
+          <meta name="description" content="ExternalResourceParam - com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam" />
+          <meta name="keywords" content="ExternalResourceParam com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param">param</a></p>
+        <h1>ExternalResourceParam</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param">package param</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ExternalResourceParam</span><span class="result"> extends <a href="AnnotatorParam.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam">AnnotatorParam</a>[<a href="../../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a>, <a href="../../serialization/SerializedExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SerializedExternalResource">SerializedExternalResource</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="AnnotatorParam.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam">AnnotatorParam</a>[<a href="../../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a>, <a href="../../serialization/SerializedExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SerializedExternalResource">SerializedExternalResource</a>], <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<a href="../../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a>], <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam"><span>ExternalResourceParam</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam"><span>AnnotatorParam</span></li><li class="in" name="org.apache.spark.ml.param.Param"><span>Param</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
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+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(identifiable:org.apache.spark.ml.util.Identifiable,name:String,description:String):com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam"></a>
+      <a id="&lt;init&gt;:ExternalResourceParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ExternalResourceParam</span><span class="params">(<span name="identifiable">identifiable: <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></span>, <span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="description">description: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam@&lt;init&gt;(identifiable:org.apache.spark.ml.util.Identifiable,name:String,description:String):com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+      
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+            </div>
+
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+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Param#-&gt;" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="-&gt;(value:T):org.apache.spark.ml.param.ParamPair[T]"></a>
+      <a id="-&gt;(ExternalResource):ParamPair[ExternalResource]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $minus$greater" class="name">-&gt;</span><span class="params">(<span name="value">value: <a href="../../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[<a href="../../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam@-&gt;(value:T):org.apache.spark.ml.param.ParamPair[T]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Param</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.SerializableFormat" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="SerializableFormat"></a>
+      <a id="SerializableFormat:SerializableFormat"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="AnnotatorParam$SerializableFormat$.html"><span class="name">SerializableFormat</span></a><span class="result"> extends <span class="extype" name="org.json4s.Formats">Formats</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.AnnotatorParam@SerializableFormat" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Workaround json4s issue of DefaultFormats not being Serializable in provided release</p><div class="fullcomment"><div class="comment cmt"><p>Workaround json4s issue of DefaultFormats not being Serializable in provided release</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="AnnotatorParam.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam">AnnotatorParam</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Param#doc" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="doc:String"></a>
+      <a id="doc:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">doc</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam@doc:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Param</dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Param#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(obj:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="obj">obj: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam@equals(obj:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Param → AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam#formats" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="formats:AnnotatorParam.this.SerializableFormat.type"></a>
+      <a id="formats:SerializableFormat.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formats</span><span class="result">: <a href="#SerializableFormat" class="extmbr" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.SerializableFormat">SerializableFormat</a>.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam@formats:AnnotatorParam.this.SerializableFormat.type" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="AnnotatorParam.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam">AnnotatorParam</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Param#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Param → AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Param#isValid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isValid:T=&gt;Boolean"></a>
+      <a id="isValid:(ExternalResource)⇒Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isValid</span><span class="result">: (<a href="../../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a>) ⇒ <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam@isValid:T=&gt;Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Param</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam#jsonDecode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="jsonDecode(json:String):A"></a>
+      <a id="jsonDecode(String):ExternalResource"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">jsonDecode</span><span class="params">(<span name="json">json: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="../../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam@jsonDecode(json:String):A" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="AnnotatorParam.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam">AnnotatorParam</a> → Param</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam#jsonEncode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="jsonEncode(value:A):String"></a>
+      <a id="jsonEncode(ExternalResource):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">jsonEncode</span><span class="params">(<span name="value">value: <a href="../../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam@jsonEncode(value:A):String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="AnnotatorParam.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam">AnnotatorParam</a> → Param</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Param#name" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="name:String"></a>
+      <a id="name:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">name</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam@name:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Param</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
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+    </li><li name="org.apache.spark.ml.param.Param#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="parent:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Param</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Param#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam@toString():String" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Param → AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Param#w" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="w(value:&lt;?&gt;):org.apache.spark.ml.param.ParamPair[T]"></a>
+      <a id="w(ExternalResource):ParamPair[ExternalResource]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">w</span><span class="params">(<span name="value">value: <a href="../../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[<a href="../../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam@w(value:T):org.apache.spark.ml.param.ParamPair[T]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Param</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam">
+              <h3>Inherited from <a href="AnnotatorParam.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam">AnnotatorParam</a>[<a href="../../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a>, <a href="../../serialization/SerializedExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SerializedExternalResource">SerializedExternalResource</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Param">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<a href="../../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a>]</h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/param/SerializedAnnotatorComponent.html b/docs/api/com/johnsnowlabs/nlp/annotators/param/SerializedAnnotatorComponent.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/param/SerializedAnnotatorComponent.html
@@ -0,0 +1,506 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SerializedAnnotatorComponent - com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent</title>
+          <meta name="description" content="SerializedAnnotatorComponent - com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent" />
+          <meta name="keywords" content="SerializedAnnotatorComponent com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
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+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param">param</a></p>
+        <h1>SerializedAnnotatorComponent</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param">package param</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SerializedAnnotatorComponent</span><span class="tparams">[<span name="T">T &lt;: <a href="WritableAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent">WritableAnnotatorComponent</a></span>]</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Created by saif on 24/06/17.
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="../../../ml/crf/SerializedDatasetMetadata.html" class="extype" name="com.johnsnowlabs.ml.crf.SerializedDatasetMetadata">SerializedDatasetMetadata</a>, <a href="../../serialization/SerializedExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SerializedExternalResource">SerializedExternalResource</a>, <a href="../../../ml/crf/SerializedLinearChainCrfModel.html" class="extype" name="com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel">SerializedLinearChainCrfModel</a></div>
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+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent"><span>SerializedAnnotatorComponent</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+              <h3>Abstract Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent#deserialize" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="deserialize:T"></a>
+      <a id="deserialize:T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserialize</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent.T">T</span></span>
+      </span>
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+              <h3>Concrete Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/param/WritableAnnotatorComponent.html b/docs/api/com/johnsnowlabs/nlp/annotators/param/WritableAnnotatorComponent.html
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+        <h1>WritableAnnotatorComponent</h1><h3><span class="morelinks"><div>Related Doc:
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+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Created by saif on 24/06/17.
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+      <a id="serialize:com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent[_&lt;:com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent]"></a>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </span>)</span>
+              
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      <span class="symbol">
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+              
+        </dd></dl></div>
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+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+        </dd></dl></div>
+    </li></ol>
+            </div>
+
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+
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+        </div>
+
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
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+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/param/package.html b/docs/api/com/johnsnowlabs/nlp/annotators/param/package.html
new file mode 100644
index 00000000000000..b3363ed07ae241
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/param/package.html
@@ -0,0 +1,171 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>param - com.johnsnowlabs.nlp.annotators.param</title>
+          <meta name="description" content="param - com.johnsnowlabs.nlp.annotators.param" />
+          <meta name="keywords" content="param com.johnsnowlabs.nlp.annotators.param" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.param.package';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Package" src="../../../../../lib/package_big.png" />
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1>param</h1><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.package" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <span class="name">param</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        
+        
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorParam[A&lt;:com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent,B&lt;:com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent[_&lt;:A]]extendsParam[A]"></a>
+      <a id="AnnotatorParam[A&lt;:WritableAnnotatorComponent,B&lt;:SerializedAnnotatorComponent[_&lt;:A]]:AnnotatorParam[A,B]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="AnnotatorParam.html"><span class="name">AnnotatorParam</span></a><span class="tparams">[<span name="A">A &lt;: <a href="WritableAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent">WritableAnnotatorComponent</a></span>, <span name="B">B &lt;: <a href="SerializedAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent">SerializedAnnotatorComponent</a>[_ &lt;: <span class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.A">A</span>]</span>]</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.A">A</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.package@AnnotatorParam[A&lt;:com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent,B&lt;:com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent[_&lt;:A]]extendsParam[A]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Structure to guideline a writable non-standard PARAM for any annotator
+Uses json4s jackson for serialization</p><div class="fullcomment"><div class="comment cmt"><p>Structure to guideline a writable non-standard PARAM for any annotator
+Uses json4s jackson for serialization</p></div><dl class="paramcmts block"><dt class="tparam">A</dt><dd class="cmt"><p>Any kind of Writable annotator component (usually a model approach)</p></dd><dt class="tparam">B</dt><dd class="cmt"><p>Any kind of serialized figure, of writable type</p></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ExternalResourceParamextendsAnnotatorParam[com.johnsnowlabs.nlp.util.io.ExternalResource,com.johnsnowlabs.nlp.serialization.SerializedExternalResource]"></a>
+      <a id="ExternalResourceParam:ExternalResourceParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="ExternalResourceParam.html"><span class="name">ExternalResourceParam</span></a><span class="result"> extends <a href="AnnotatorParam.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam">AnnotatorParam</a>[<a href="../../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a>, <a href="../../serialization/SerializedExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SerializedExternalResource">SerializedExternalResource</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.package@ExternalResourceParamextendsAnnotatorParam[com.johnsnowlabs.nlp.util.io.ExternalResource,com.johnsnowlabs.nlp.serialization.SerializedExternalResource]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="SerializedAnnotatorComponent[T&lt;:com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent]extendsAnyRef"></a>
+      <a id="SerializedAnnotatorComponent[T&lt;:WritableAnnotatorComponent]:SerializedAnnotatorComponent[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a href="SerializedAnnotatorComponent.html"><span class="name">SerializedAnnotatorComponent</span></a><span class="tparams">[<span name="T">T &lt;: <a href="WritableAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent">WritableAnnotatorComponent</a></span>]</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.package@SerializedAnnotatorComponent[T&lt;:com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent]extendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Created by saif on 24/06/17.</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="WritableAnnotatorComponentextendsSerializable"></a>
+      <a id="WritableAnnotatorComponent:WritableAnnotatorComponent"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a href="WritableAnnotatorComponent.html"><span class="name">WritableAnnotatorComponent</span></a><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.param.package@WritableAnnotatorComponentextendsSerializable" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Created by saif on 24/06/17.</p>
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserApproach$.html
new file mode 100644
index 00000000000000..cce116704075ad
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserApproach$.html
@@ -0,0 +1,532 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DependencyParserApproach - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach</title>
+          <meta name="description" content="DependencyParserApproach - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach" />
+          <meta name="keywords" content="DependencyParserApproach com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="DependencyParserApproach.html" title="See companion class"><img alt="Object/Class" src="../../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">dep</a></p>
+        <h1><a href="DependencyParserApproach.html" title="See companion class">DependencyParserApproach</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="DependencyParserApproach.html" title="See companion class">class DependencyParserApproach</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">package dep</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DependencyParserApproach</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="DependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach"><span>DependencyParserApproach</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <a id="hashCode():Int"></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserApproach.html
new file mode 100644
index 00000000000000..54ec3ce5504583
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserApproach.html
@@ -0,0 +1,1897 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DependencyParserApproach - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach</title>
+          <meta name="description" content="DependencyParserApproach - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach" />
+          <meta name="keywords" content="DependencyParserApproach com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
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+      
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+         if(top === self) {
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+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="DependencyParserApproach$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">dep</a></p>
+        <h1><a href="DependencyParserApproach$.html" title="See companion object">DependencyParserApproach</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="DependencyParserApproach$.html" title="See companion object">object DependencyParserApproach</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">package dep</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
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+
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+            <ol>
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+              <li class="showall in"><span>Show All</span></li>
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+        <div id="visbl">
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+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
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+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+            </div>
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+        <div id="types" class="types members">
+              <h3>Type Members</h3>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
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+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#beforeTraining" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <h4 class="signature">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator → PipelineStage → Params</dd></dl></div>
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+      <h4 class="signature">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach#getFilesContentTreeBank" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getFilesContentTreeBank:Seq[Iterator[String]]"></a>
+      <a id="getFilesContentTreeBank:Seq[Iterator[String]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFilesContentTreeBank</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Iterator">Iterator</span>[<span class="extype" name="scala.Predef.String">String</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@getFilesContentTreeBank:Seq[Iterator[String]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach#getNumberOfIterations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getNumberOfIterations:Int"></a>
+      <a id="getNumberOfIterations:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getNumberOfIterations</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@getNumberOfIterations:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach#getTrainingSentences" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getTrainingSentences:List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence]"></a>
+      <a id="getTrainingSentences:List[Sentence]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getTrainingSentences</span><span class="result">: <span class="extype" name="scala.List">List</span>[<a href="GreedyTransition/package.html#Sentence=List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.WordData]" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence">Sentence</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@getTrainingSentences:List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach#getTrainingSentencesFromConllU" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getTrainingSentencesFromConllU(conllUAsArray:Array[String]):List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence]"></a>
+      <a id="getTrainingSentencesFromConllU(Array[String]):List[Sentence]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getTrainingSentencesFromConllU</span><span class="params">(<span name="conllUAsArray">conllUAsArray: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <span class="extype" name="scala.List">List</span>[<a href="GreedyTransition/package.html#Sentence=List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.WordData]" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence">Sentence</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@getTrainingSentencesFromConllU(conllUAsArray:Array[String]):List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a> → <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
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+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+      <span class="symbol">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
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+        <span class="modifier">final </span>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach#numberOfIterations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@numberOfIterations:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#onTrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="onTrained(DependencyParserModel,SparkSession):Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:String"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@outputAnnotatorType:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a> → <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
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+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">val</span>
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+      <span class="symbol">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach#readCONLL" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="readCONLL(filesContent:Seq[Iterator[String]]):List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence]"></a>
+      <a id="readCONLL(Seq[Iterator[String]]):List[Sentence]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@readCONLL(filesContent:Seq[Iterator[String]]):List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):DependencyParserApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):DependencyParserApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):DependencyParserApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach#setConllU" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setConllU(path:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):DependencyParserApproach.this.type"></a>
+      <a id="setConllU(String,Format,Map[String,String]):DependencyParserApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setConllU</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="readAs">readAs: <a href="../../../util/io/ReadAs$.html#Format=com.johnsnowlabs.nlp.util.io.ReadAs.Value" class="extmbr" name="com.johnsnowlabs.nlp.util.io.ReadAs.Format">Format</a> = <span class="symbol"><span class="name"><a href="../../../../../package.html">ReadAs.LINE_BY_LINE</a></span></span></span>, <span name="options">options: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Map.empty[String, String]</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@setConllU(path:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):DependencyParserApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):DependencyParserApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):DependencyParserApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach#setDependencyTreeBank" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setDependencyTreeBank(path:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):DependencyParserApproach.this.type"></a>
+      <a id="setDependencyTreeBank(String,Format,Map[String,String]):DependencyParserApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDependencyTreeBank</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="readAs">readAs: <a href="../../../util/io/ReadAs$.html#Format=com.johnsnowlabs.nlp.util.io.ReadAs.Value" class="extmbr" name="com.johnsnowlabs.nlp.util.io.ReadAs.Format">Format</a> = <span class="symbol"><span class="name"><a href="../../../../../package.html">ReadAs.LINE_BY_LINE</a></span></span></span>, <span name="options">options: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Map.empty[String, String]</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@setDependencyTreeBank(path:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):DependencyParserApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):DependencyParserApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):DependencyParserApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach#setNumberOfIterations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setNumberOfIterations(value:Int):DependencyParserApproach.this.type"></a>
+      <a id="setNumberOfIterations(Int):DependencyParserApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setNumberOfIterations</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@setNumberOfIterations(value:Int):DependencyParserApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):DependencyParserApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach#train" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel"></a>
+      <a id="train(Dataset[_],Option[PipelineModel]):DependencyParserModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">train</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursivePipeline">recursivePipeline: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</span>)</span><span class="result">: <a href="DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a> → <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach#transformToSentences" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="transformToSentences(cleanConllUSentence:Array[String]):com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence"></a>
+      <a id="transformToSentences(Array[String]):Sentence"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformToSentences</span><span class="params">(<span name="cleanConllUSentence">cleanConllUSentence: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="GreedyTransition/package.html#Sentence=List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.WordData]" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence">Sentence</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@transformToSentences(cleanConllUSentence:Array[String]):com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach#validateTrainingFiles" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="validateTrainingFiles():Unit"></a>
+      <a id="validateTrainingFiles():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validateTrainingFiles</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@validateTrainingFiles():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.AnnotatorApproach">
+              <h3>Inherited from <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Estimator">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserModel$.html
new file mode 100644
index 00000000000000..786700a3c2c244
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserModel$.html
@@ -0,0 +1,570 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DependencyParserModel - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel</title>
+          <meta name="description" content="DependencyParserModel - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" />
+          <meta name="keywords" content="DependencyParserModel com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="DependencyParserModel.html" title="See companion class"><img alt="Object/Class" src="../../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">dep</a></p>
+        <h1><a href="DependencyParserModel.html" title="See companion class">DependencyParserModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="DependencyParserModel.html" title="See companion class">class DependencyParserModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">package dep</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+                <span class="name">@throws</span><span class="args">(<span>
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+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="PretrainedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.PretrainedDependencyParserModel">PretrainedDependencyParserModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="read:MLReader[DependencyParserModel]"></a>
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+      <span class="modifier_kind">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
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+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+              
+        </dd></dl></div>
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+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
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+    </li></ol>
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+
+        
+
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+        <div id="inheritedMembers">
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+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.parser.dep.PretrainedDependencyParserModel">
+              <h3>Inherited from <a href="PretrainedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.PretrainedDependencyParserModel">PretrainedDependencyParserModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserModel.html
new file mode 100644
index 00000000000000..93b4ed613cda14
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserModel.html
@@ -0,0 +1,2109 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DependencyParserModel - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel</title>
+          <meta name="description" content="DependencyParserModel - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" />
+          <meta name="keywords" content="DependencyParserModel com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="DependencyParserModel$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">dep</a></p>
+        <h1><a href="DependencyParserModel$.html" title="See companion object">DependencyParserModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="DependencyParserModel$.html" title="See companion object">object DependencyParserModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">package dep</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DependencyParserModel</span><span class="result"> extends <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>], <a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>], <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
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+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel"><span>DependencyParserModel</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel"></a>
+      <a id="&lt;init&gt;:DependencyParserModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DependencyParserModel</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel"></a>
+      <a id="&lt;init&gt;:DependencyParserModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
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+      <span class="symbol">
+        <span class="name">DependencyParserModel</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
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+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a document and annotations and produces new annotations of this annotator's annotation type</p><div class="fullcomment"><div class="comment cmt"><p>takes a document and annotations and produces new annotations of this annotator's annotation type</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a> → <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):DependencyParserModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):DependencyParserModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../../../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../../../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel#getDependencyParsedSentence" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getDependencyParsedSentence(sentence:com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence):com.johnsnowlabs.nlp.annotators.common.DependencyParsedSentence"></a>
+      <a id="getDependencyParsedSentence(PosTaggedSentence):DependencyParsedSentence"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDependencyParsedSentence</span><span class="params">(<span name="sentence">sentence: <a href="../../common/Annotated$.html#PosTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence">PosTaggedSentence</a></span>)</span><span class="result">: <a href="../../common/DependencyParsedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.DependencyParsedSentence">DependencyParsedSentence</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@getDependencyParsedSentence(sentence:com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence):com.johnsnowlabs.nlp.annotators.common.DependencyParsedSentence" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a> → <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):DependencyParserModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):DependencyParserModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):DependencyParserModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):DependencyParserModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):DependencyParserModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[DependencyParserModel]):DependencyParserModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel#setPerceptron" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setPerceptron(value:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker):DependencyParserModel.this.type"></a>
+      <a id="setPerceptron(DependencyMaker):DependencyParserModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setPerceptron</span><span class="params">(<span name="value">value: <a href="GreedyTransition/DependencyMaker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker">DependencyMaker</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@setPerceptron(value:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker):DependencyParserModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
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+      <a id="wait(Long):Unit"></a>
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
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+      <a id="wrapColumnMetadata(Column):Column"></a>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
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+        <span class="kind">def</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
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+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
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+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker$.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker$.html
new file mode 100644
index 00000000000000..ffd8aa52bb8942
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker$.html
@@ -0,0 +1,505 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DependencyMaker - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker</title>
+          <meta name="description" content="DependencyMaker - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker" />
+          <meta name="keywords" content="DependencyMaker com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="DependencyMaker.html" title="See companion class"><img alt="Object/Class" src="../../../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">dep</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition">GreedyTransition</a></p>
+        <h1><a href="DependencyMaker.html" title="See companion class">DependencyMaker</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="DependencyMaker.html" title="See companion class">class DependencyMaker</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition">package GreedyTransition</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
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+        <span class="modifier"></span>
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+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+                <li class="inherit out"><span>By Inheritance</span></li>
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+
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      <h4 class="signature">
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <a id="finalize():Unit"></a>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$@hashCode():Int" title="Permalink" target="_top">
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$@wait():Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker$CurrentState.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker$CurrentState.html
new file mode 100644
index 00000000000000..bb8f73ccbf571d
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker$CurrentState.html
@@ -0,0 +1,578 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>CurrentState - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.CurrentState</title>
+          <meta name="description" content="CurrentState - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.CurrentState" />
+          <meta name="keywords" content="CurrentState com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.CurrentState" />
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+          
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+      
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+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState';
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+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">dep</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition">GreedyTransition</a>.<a href="DependencyMaker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker">DependencyMaker</a></p>
+        <h1>CurrentState</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="DependencyMaker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker">package DependencyMaker</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">CurrentState</span><span class="params">(<span name="i">i: <span class="extype" name="scala.Int">Int</span></span>, <span name="stack">stack: <span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Int">Int</span>]</span>, <span name="parse">parse: <a href="DependencyMaker$ParseState.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.ParseState">ParseState</a></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.CurrentState"><span>CurrentState</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.CurrentState#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(i:Int,stack:List[Int],parse:DependencyMaker.this.ParseState):DependencyMaker.this.CurrentState"></a>
+      <a id="&lt;init&gt;:CurrentState"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">CurrentState</span><span class="params">(<span name="i">i: <span class="extype" name="scala.Int">Int</span></span>, <span name="stack">stack: <span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Int">Int</span>]</span>, <span name="parse">parse: <a href="DependencyMaker$ParseState.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.ParseState">ParseState</a></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState@&lt;init&gt;(i:Int,stack:List[Int],parse:DependencyMaker.this.ParseState):DependencyMaker.this.CurrentState" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.CurrentState#extractFeatures" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="extractFeatures(words:Vector[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Word],tags:Vector[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassName]):Map[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Feature,com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Score]"></a>
+      <a id="extractFeatures(Vector[Word],Vector[ClassName]):Map[Feature,Score]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractFeatures</span><span class="params">(<span name="words">words: <span class="extype" name="scala.Vector">Vector</span>[<a href="package.html#Word=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Word">Word</a>]</span>, <span name="tags">tags: <span class="extype" name="scala.Vector">Vector</span>[<a href="package.html#ClassName=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassName">ClassName</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<a href="package$$Feature.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Feature">Feature</a>, <a href="package.html#Score=Float" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Score">Score</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState@extractFeatures(words:Vector[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Word],tags:Vector[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassName]):Map[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Feature,com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Score]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.CurrentState#getGoldMoves" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getGoldMoves(goldHeads:Vector[Int]):Set[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Move]"></a>
+      <a id="getGoldMoves(Vector[Int]):Set[Move]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getGoldMoves</span><span class="params">(<span name="goldHeads">goldHeads: <span class="extype" name="scala.Vector">Vector</span>[<span class="extype" name="scala.Int">Int</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<a href="package.html#Move=Int" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Move">Move</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState@getGoldMoves(goldHeads:Vector[Int]):Set[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Move]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.CurrentState#getValidMoves" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getValidMoves:Set[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Move]"></a>
+      <a id="getValidMoves:Set[Move]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getValidMoves</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<a href="package.html#Move=Int" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Move">Move</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState@getValidMoves:Set[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Move]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.CurrentState#i" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="i:Int"></a>
+      <a id="i:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">i</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState@i:Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
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+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.CurrentState#parse" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="parse:ParseState"></a>
+      <h4 class="signature">
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+        <span class="kind">val</span>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState@parse:DependencyMaker.this.ParseState" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
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+      <a id="stack:List[Int]"></a>
+      <h4 class="signature">
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+        <span class="kind">val</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState@stack:List[Int]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
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+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.CurrentState#transition" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="transition(Move):CurrentState"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState@transition(move:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Move):DependencyMaker.this.CurrentState" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
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+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$CurrentState@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker$ParseState.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker$ParseState.html
new file mode 100644
index 00000000000000..87c537c1fb4c59
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker$ParseState.html
@@ -0,0 +1,544 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ParseState - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.ParseState</title>
+          <meta name="description" content="ParseState - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.ParseState" />
+          <meta name="keywords" content="ParseState com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.ParseState" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$ParseState';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">dep</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition">GreedyTransition</a>.<a href="DependencyMaker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker">DependencyMaker</a></p>
+        <h1>ParseState</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="DependencyMaker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker">package DependencyMaker</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$ParseState" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ParseState</span><span class="params">(<span name="n">n: <span class="extype" name="scala.Int">Int</span></span>, <span name="heads">heads: <span class="extype" name="scala.Vector">Vector</span>[<span class="extype" name="scala.Int">Int</span>]</span>, <span name="lefts">lefts: <span class="extype" name="scala.Vector">Vector</span>[<span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Int">Int</span>]]</span>, <span name="rights">rights: <span class="extype" name="scala.Vector">Vector</span>[<span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Int">Int</span>]]</span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.ParseState"><span>ParseState</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.ParseState#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(n:Int,heads:Vector[Int],lefts:Vector[List[Int]],rights:Vector[List[Int]]):DependencyMaker.this.ParseState"></a>
+      <a id="&lt;init&gt;:ParseState"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ParseState</span><span class="params">(<span name="n">n: <span class="extype" name="scala.Int">Int</span></span>, <span name="heads">heads: <span class="extype" name="scala.Vector">Vector</span>[<span class="extype" name="scala.Int">Int</span>]</span>, <span name="lefts">lefts: <span class="extype" name="scala.Vector">Vector</span>[<span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Int">Int</span>]]</span>, <span name="rights">rights: <span class="extype" name="scala.Vector">Vector</span>[<span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Int">Int</span>]]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$ParseState@&lt;init&gt;(n:Int,heads:Vector[Int],lefts:Vector[List[Int]],rights:Vector[List[Int]]):DependencyMaker.this.ParseState" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$ParseState@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$ParseState@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$ParseState@asInstanceOf[T0]:T0" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$ParseState@clone():Object" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$ParseState@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+      <a id="finalize():Unit"></a>
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+        <span class="modifier"></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$ParseState@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$ParseState@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.ParseState#heads" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="heads:Vector[Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$ParseState@heads:Vector[Int]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
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+      <h4 class="signature">
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+        <span class="modifier">final </span>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$ParseState@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
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+      <a id="n:Int"></a>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$ParseState@n:Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$ParseState@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$ParseState@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$ParseState@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.ParseState#rights" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="rights:Vector[List[Int]]"></a>
+      <a id="rights:Vector[List[Int]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <span class="symbol">
+        <span class="name">rights</span><span class="result">: <span class="extype" name="scala.Vector">Vector</span>[<span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Int">Int</span>]]</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$ParseState@rights:Vector[List[Int]]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$ParseState@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$ParseState@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$ParseState@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
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+        <span class="modifier">final </span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker$ParseState@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker.html
new file mode 100644
index 00000000000000..8d60e58ff6e547
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker.html
@@ -0,0 +1,766 @@
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+<html>
+        <head>
+          <title>DependencyMaker - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker</title>
+          <meta name="description" content="DependencyMaker - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker" />
+          <meta name="keywords" content="DependencyMaker com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="DependencyMaker$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">dep</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition">GreedyTransition</a></p>
+        <h1><a href="DependencyMaker$.html" title="See companion object">DependencyMaker</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="DependencyMaker$.html" title="See companion object">object DependencyMaker</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition">package GreedyTransition</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DependencyMaker</span><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Inspired on https://github.com/mdda/ConciseGreedyDependencyParser-in-Scala</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker"><span>DependencyMaker</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(tagger:com.johnsnowlabs.nlp.annotators.parser.dep.Tagger):com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker"></a>
+      <a id="&lt;init&gt;:DependencyMaker"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DependencyMaker</span><span class="params">(<span name="tagger">tagger: <a href="../Tagger.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.Tagger">Tagger</a></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@&lt;init&gt;(tagger:com.johnsnowlabs.nlp.annotators.parser.dep.Tagger):com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.CurrentState" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="CurrentStateextendsProductwithSerializable"></a>
+      <a id="CurrentState:CurrentState"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="DependencyMaker$CurrentState.html"><span class="name">CurrentState</span></a><span class="params">(<span name="i">i: <span class="extype" name="scala.Int">Int</span></span>, <span name="stack">stack: <span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Int">Int</span>]</span>, <span name="parse">parse: <a href="DependencyMaker$ParseState.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.ParseState">ParseState</a></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@CurrentStateextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.ParseState" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ParseStateextendsProductwithSerializable"></a>
+      <a id="ParseState:ParseState"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="DependencyMaker$ParseState.html"><span class="name">ParseState</span></a><span class="params">(<span name="n">n: <span class="extype" name="scala.Int">Int</span></span>, <span name="heads">heads: <span class="extype" name="scala.Vector">Vector</span>[<span class="extype" name="scala.Int">Int</span>]</span>, <span name="lefts">lefts: <span class="extype" name="scala.Vector">Vector</span>[<span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Int">Int</span>]]</span>, <span name="rights">rights: <span class="extype" name="scala.Vector">Vector</span>[<span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Int">Int</span>]]</span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@ParseStateextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker#INVALID" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="INVALID:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Move"></a>
+      <a id="INVALID:Move"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">INVALID</span><span class="result">: <a href="package.html#Move=Int" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Move">Move</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@INVALID:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Move" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker#LEFT" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="LEFT:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Move"></a>
+      <a id="LEFT:Move"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">LEFT</span><span class="result">: <a href="package.html#Move=Int" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Move">Move</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@LEFT:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Move" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker#ParseStateInit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ParseStateInit(n:Int):DependencyMaker.this.ParseState"></a>
+      <a id="ParseStateInit(Int):ParseState"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ParseStateInit</span><span class="params">(<span name="n">n: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="DependencyMaker$ParseState.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.ParseState">ParseState</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@ParseStateInit(n:Int):DependencyMaker.this.ParseState" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker#RIGHT" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="RIGHT:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Move"></a>
+      <a id="RIGHT:Move"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RIGHT</span><span class="result">: <a href="package.html#Move=Int" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Move">Move</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@RIGHT:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Move" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker#SHIFT" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SHIFT:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Move"></a>
+      <a id="SHIFT:Move"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SHIFT</span><span class="result">: <a href="package.html#Move=Int" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Move">Move</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@SHIFT:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Move" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker#getDependencyAsArray" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getDependencyAsArray:Iterator[String]"></a>
+      <a id="getDependencyAsArray:Iterator[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDependencyAsArray</span><span class="result">: <span class="extype" name="scala.Iterator">Iterator</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@getDependencyAsArray:Iterator[String]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker#goodness" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="goodness(sentence:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence,fit:List[Int]):Float"></a>
+      <a id="goodness(Sentence,List[Int]):Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">goodness</span><span class="params">(<span name="sentence">sentence: <a href="package.html#Sentence=List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.WordData]" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence">Sentence</a></span>, <span name="fit">fit: <span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Int">Int</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@goodness(sentence:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence,fit:List[Int]):Float" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker#movesString" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="movesString(s:Set[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Move]):String"></a>
+      <a id="movesString(Set[Move]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">movesString</span><span class="params">(<span name="s">s: <span class="extype" name="scala.Predef.Set">Set</span>[<a href="package.html#Move=Int" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Move">Move</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@movesString(s:Set[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Move]):String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker#parse" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="parse(sentence:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence):List[Int]"></a>
+      <a id="parse(Sentence):List[Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parse</span><span class="params">(<span name="sentence">sentence: <a href="package.html#Sentence=List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.WordData]" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence">Sentence</a></span>)</span><span class="result">: <span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@parse(sentence:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence):List[Int]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker#process" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="process(sentence:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence,train:Boolean):List[Int]"></a>
+      <a id="process(Sentence,Boolean):List[Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">process</span><span class="params">(<span name="sentence">sentence: <a href="package.html#Sentence=List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.WordData]" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence">Sentence</a></span>, <span name="train">train: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@process(sentence:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence,train:Boolean):List[Int]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker#testGoldMoves" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="testGoldMoves(sentence:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence):Boolean"></a>
+      <a id="testGoldMoves(Sentence):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">testGoldMoves</span><span class="params">(<span name="sentence">sentence: <a href="package.html#Sentence=List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.WordData]" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence">Sentence</a></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@testGoldMoves(sentence:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker">DependencyMaker</a> → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker#train" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="train(sentences:List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence],seed:Int):Float"></a>
+      <a id="train(List[Sentence],Int):Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">train</span><span class="params">(<span name="sentences">sentences: <span class="extype" name="scala.List">List</span>[<a href="package.html#Sentence=List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.WordData]" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence">Sentence</a>]</span>, <span name="seed">seed: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@train(sentences:List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence],seed:Int):Float" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker#trainSentence" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="trainSentence(sentence:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence):Float"></a>
+      <a id="trainSentence(Sentence):Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">trainSentence</span><span class="params">(<span name="sentence">sentence: <a href="package.html#Sentence=List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.WordData]" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence">Sentence</a></span>)</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@trainSentence(sentence:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence):Float" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/GreedyTransitionApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/GreedyTransitionApproach$.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/GreedyTransitionApproach$.html
@@ -0,0 +1,499 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>GreedyTransitionApproach - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.GreedyTransitionApproach</title>
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+        <h1>GreedyTransitionApproach</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition">package GreedyTransition</a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.GreedyTransitionApproach$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
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+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.GreedyTransitionApproach$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.GreedyTransitionApproach$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
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+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.GreedyTransitionApproach$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="wait(Long):Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.GreedyTransitionApproach$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+        
+
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+        <div id="inheritedMembers">
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+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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+        <div id="groupedMembers">
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+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
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+
+    </body>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/package$$Feature.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/package$$Feature.html
new file mode 100644
index 00000000000000..aa7114249e9540
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/package$$Feature.html
@@ -0,0 +1,493 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Feature - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Feature</title>
+          <meta name="description" content="Feature - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Feature" />
+          <meta name="keywords" content="Feature com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Feature" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$Feature';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
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+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">dep</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition">GreedyTransition</a></p>
+        <h1>Feature</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition">package GreedyTransition</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$Feature" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
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+      <span class="symbol">
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+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
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+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
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+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
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+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
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+      <h4 class="signature">
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$Feature@&lt;init&gt;(name:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.FeatureName,data:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.FeatureData):com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.Feature" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$Feature@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$Feature@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$Feature@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$Feature@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$Feature@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
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+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$Feature@finalize():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      <span class="modifier_kind">
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+      </h4><span class="permalink">
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+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$Feature@name:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.FeatureName" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$Feature@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$Feature@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$Feature@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$Feature@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$Feature@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$Feature@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$Feature@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
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+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/package$$WordData.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/package$$WordData.html
new file mode 100644
index 00000000000000..21957d82f27892
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/package$$WordData.html
@@ -0,0 +1,527 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>WordData - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.WordData</title>
+          <meta name="description" content="WordData - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.WordData" />
+          <meta name="keywords" content="WordData com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.WordData" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$WordData';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">dep</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition">GreedyTransition</a></p>
+        <h1>WordData</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition">package GreedyTransition</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$WordData" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WordData</span><span class="params">(<span name="raw">raw: <a href="package.html#Word=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Word">Word</a></span>, <span name="pos">pos: <a href="package.html#ClassName=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassName">ClassName</a> = <span class="symbol">&quot;&quot;</span></span>, <span name="dep">dep: <a href="package.html#DependencyIndex=Int" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyIndex">DependencyIndex</a> = <span class="symbol">1</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
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+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.WordData#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(raw:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.Word,pos:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.ClassName,dep:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.DependencyIndex):com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.WordData"></a>
+      <a id="&lt;init&gt;:WordData"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WordData</span><span class="params">(<span name="raw">raw: <a href="package.html#Word=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Word">Word</a></span>, <span name="pos">pos: <a href="package.html#ClassName=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassName">ClassName</a> = <span class="symbol">&quot;&quot;</span></span>, <span name="dep">dep: <a href="package.html#DependencyIndex=Int" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyIndex">DependencyIndex</a> = <span class="symbol">1</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$WordData@&lt;init&gt;(raw:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.Word,pos:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.ClassName,dep:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.DependencyIndex):com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.WordData" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$WordData@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$WordData@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$WordData@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$WordData@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$WordData@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.WordData#dep" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="dep:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.DependencyIndex"></a>
+      <a id="dep:DependencyIndex"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dep</span><span class="result">: <a href="package.html#DependencyIndex=Int" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyIndex">DependencyIndex</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$WordData@dep:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.DependencyIndex" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$WordData@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$WordData@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$WordData@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$WordData@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$WordData@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.WordData#norm" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="norm:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.Word"></a>
+      <a id="norm:Word"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">norm</span><span class="result">: <a href="package.html#Word=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Word">Word</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$WordData@norm:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.Word" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$WordData@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$WordData@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.WordData#pos" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="pos:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.ClassName"></a>
+      <a id="pos:ClassName"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pos</span><span class="result">: <a href="package.html#ClassName=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassName">ClassName</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$WordData@pos:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.ClassName" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.WordData#raw" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="raw:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.Word"></a>
+      <a id="raw:Word"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">raw</span><span class="result">: <a href="package.html#Word=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Word">Word</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$WordData@raw:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.Word" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$WordData@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$WordData@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$WordData@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="wait(Long):Unit"></a>
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+      <span class="modifier_kind">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package$$WordData@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
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+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/package.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/package.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/package.html
@@ -0,0 +1,368 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>GreedyTransition - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition</title>
+          <meta name="description" content="GreedyTransition - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition" />
+          <meta name="keywords" content="GreedyTransition com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
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+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Package" src="../../../../../../../lib/package_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">dep</a></p>
+        <h1>GreedyTransition</h1><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <span class="symbol">
+        <span class="name">GreedyTransition</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
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+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
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+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
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+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
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+      <a id="ClassName=String"></a>
+      <a id="ClassName:ClassName"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">type</span>
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+      <span class="symbol">
+        <span class="name">ClassName</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package@ClassName=String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassNum" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+        <span class="modifier"></span>
+        <span class="kind">type</span>
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+      <span class="symbol">
+        <span class="name">ClassNum</span><span class="result"> = <span class="extype" name="scala.Int">Int</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package@ClassNum=Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyIndex" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="DependencyIndex=Int"></a>
+      <a id="DependencyIndex:DependencyIndex"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DependencyIndex</span><span class="result"> = <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package@DependencyIndex=Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="DependencyMakerextendsSerializable"></a>
+      <a id="DependencyMaker:DependencyMaker"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="DependencyMaker.html"><span class="name">DependencyMaker</span></a><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package@DependencyMakerextendsSerializable" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Inspired on https://github.com/mdda/ConciseGreedyDependencyParser-in-Scala</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Feature" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package@FeatureextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.FeatureData" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package@FeatureData=String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.FeatureName" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package@FeatureName=String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Move" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">type</span>
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+      <span class="symbol">
+        <span class="name">Move</span><span class="result"> = <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package@Move=Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Score" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="Score=Float"></a>
+      <a id="Score:Score"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Score</span><span class="result"> = <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package@Score=Float" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="Sentence=List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.WordData]"></a>
+      <a id="Sentence:Sentence"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Sentence</span><span class="result"> = <span class="extype" name="scala.collection.immutable.List">List</span>[<a href="package$$WordData.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.WordData">WordData</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package@Sentence=List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.WordData]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Word" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="Word=String"></a>
+      <a id="Word:Word"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
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+      <span class="symbol">
+        <span class="name">Word</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package@Word=String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.WordData" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="WordData:WordData"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">case class</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package@WordDataextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package@DependencyMaker" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.GreedyTransitionApproach" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
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+      <span class="symbol">
+        <a href="GreedyTransitionApproach$.html"><span class="name">GreedyTransitionApproach</span></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package@GreedyTransitionApproach" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
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+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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+        
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+
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+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/Perceptron$WeightLearner.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/Perceptron$WeightLearner.html
new file mode 100644
index 00000000000000..0b733e1f302e59
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/Perceptron$WeightLearner.html
@@ -0,0 +1,527 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>WeightLearner - com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron.WeightLearner</title>
+          <meta name="description" content="WeightLearner - com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron.WeightLearner" />
+          <meta name="keywords" content="WeightLearner com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron.WeightLearner" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron$WeightLearner';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">dep</a>.<a href="Perceptron.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron">Perceptron</a></p>
+        <h1>WeightLearner</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="Perceptron.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron">package Perceptron</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron$WeightLearner" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WeightLearner</span><span class="params">(<span name="current">current: <span class="extype" name="scala.Int">Int</span></span>, <span name="total">total: <span class="extype" name="scala.Int">Int</span></span>, <span name="ts">ts: <a href="Perceptron.html#TimeStamp=Int" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron.TimeStamp">TimeStamp</a></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron.WeightLearner"><span>WeightLearner</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron.WeightLearner#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(current:Int,total:Int,ts:Perceptron.this.TimeStamp):Perceptron.this.WeightLearner"></a>
+      <a id="&lt;init&gt;:WeightLearner"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WeightLearner</span><span class="params">(<span name="current">current: <span class="extype" name="scala.Int">Int</span></span>, <span name="total">total: <span class="extype" name="scala.Int">Int</span></span>, <span name="ts">ts: <a href="Perceptron.html#TimeStamp=Int" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron.TimeStamp">TimeStamp</a></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron$WeightLearner@&lt;init&gt;(current:Int,total:Int,ts:Perceptron.this.TimeStamp):Perceptron.this.WeightLearner" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron$WeightLearner@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron$WeightLearner@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron$WeightLearner@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron.WeightLearner#addChange" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="addChange(change:Int):Perceptron.this.WeightLearner"></a>
+      <a id="addChange(Int):WeightLearner"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addChange</span><span class="params">(<span name="change">change: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron.WeightLearner">WeightLearner</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron$WeightLearner@addChange(change:Int):Perceptron.this.WeightLearner" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron$WeightLearner@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron$WeightLearner@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron.WeightLearner#current" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="current:Int"></a>
+      <a id="current:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">current</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron$WeightLearner@current:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron$WeightLearner@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron$WeightLearner@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron$WeightLearner@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron$WeightLearner@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron$WeightLearner@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron$WeightLearner@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron$WeightLearner@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
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+      </a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/Perceptron.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/Perceptron.html
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,713 @@
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+<html>
+        <head>
+          <title>Perceptron - com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron</title>
+          <meta name="description" content="Perceptron - com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron" />
+          <meta name="keywords" content="Perceptron com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
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+      
+      <script type="text/javascript">
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+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">dep</a></p>
+        <h1>Perceptron</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">package dep</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
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+      <span class="symbol">
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+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+
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+              <span class="filtertype">Ordering</span>
+              <ol>
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+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
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+                <span class="filtertype">Inherited<br />
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+                <ol id="linearization">
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+              </div><div id="ancestors">
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+              <li class="showall in"><span>Show All</span></li>
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+        <div id="visbl">
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+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
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+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron#average" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="average(WeightLearner):Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
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+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+      <a id="current(WeightLearner):Float"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron@current(w:Perceptron.this.WeightLearner):Float" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
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+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron#learning" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="learning:Map[String,Map[String,ClassToWeightLearner]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">learning</span><span class="result">: <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <a href="#ClassToWeightLearner=scala.collection.mutable.Map[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassNum,Perceptron.this.WeightLearner]" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron.ClassToWeightLearner">ClassToWeightLearner</a>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron@learning:scala.collection.mutable.Map[String,scala.collection.mutable.Map[String,Perceptron.this.ClassToWeightLearner]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron#load" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="load(lines:Iterator[String]):Unit"></a>
+      <a id="load(Iterator[String]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron@load(lines:Iterator[String]):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron#predict" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="predict(classnumVector:Perceptron.this.ClassVector):com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassNum"></a>
+      <a id="predict(ClassVector):ClassNum"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">predict</span><span class="params">(<span name="classnumVector">classnumVector: <a href="#ClassVector=Vector[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Score]" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron.ClassVector">ClassVector</a></span>)</span><span class="result">: <a href="GreedyTransition/package.html#ClassNum=Int" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassNum">ClassNum</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron@predict(classnumVector:Perceptron.this.ClassVector):com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassNum" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron#score" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="score(features:Map[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Feature,com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Score],scoreMethod:Perceptron.this.WeightLearner=&gt;Float):Perceptron.this.ClassVector"></a>
+      <a id="score(Map[Feature,Score],(WeightLearner)⇒Float):ClassVector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron@score(features:Map[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Feature,com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Score],scoreMethod:Perceptron.this.WeightLearner=&gt;Float):Perceptron.this.ClassVector" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron#seen" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="seen:Perceptron.this.TimeStamp"></a>
+      <a id="seen:TimeStamp"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">seen</span><span class="result">: <a href="#TimeStamp=Int" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron.TimeStamp">TimeStamp</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron@seen:Perceptron.this.TimeStamp" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/PretrainedDependencyParserModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/PretrainedDependencyParserModel.html
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@@ -0,0 +1,502 @@
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+          <title>PretrainedDependencyParserModel - com.johnsnowlabs.nlp.annotators.parser.dep.PretrainedDependencyParserModel</title>
+          <meta name="description" content="PretrainedDependencyParserModel - com.johnsnowlabs.nlp.annotators.parser.dep.PretrainedDependencyParserModel" />
+          <meta name="keywords" content="PretrainedDependencyParserModel com.johnsnowlabs.nlp.annotators.parser.dep.PretrainedDependencyParserModel" />
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+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">dep</a></p>
+        <h1>PretrainedDependencyParserModel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">package dep</a>
+          </div></span></h3><span class="permalink">
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+      <h4 id="signature" class="signature">
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+          <span class="toggle">Linear Supertypes</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
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+                <span class="name">@throws</span><span class="args">(<span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/TagDictionary$.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/TagDictionary$.html
new file mode 100644
index 00000000000000..7cf3ece593a3ba
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/TagDictionary$.html
@@ -0,0 +1,499 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TagDictionary - com.johnsnowlabs.nlp.annotators.parser.dep.TagDictionary</title>
+          <meta name="description" content="TagDictionary - com.johnsnowlabs.nlp.annotators.parser.dep.TagDictionary" />
+          <meta name="keywords" content="TagDictionary com.johnsnowlabs.nlp.annotators.parser.dep.TagDictionary" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
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+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">dep</a></p>
+        <h1>TagDictionary</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">package dep</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.TagDictionary$" title="Permalink" target="_top">
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+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
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+          </div>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.TagDictionary#classesAndTagDictionary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="classesAndTagDictionary(trainingSentences:List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence]):(Vector[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassName],Map[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Word,com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassNum])"></a>
+      <a id="classesAndTagDictionary(List[Sentence]):(Vector[ClassName],Map[Word,ClassNum])"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">classesAndTagDictionary</span><span class="params">(<span name="trainingSentences">trainingSentences: <span class="extype" name="scala.List">List</span>[<a href="GreedyTransition/package.html#Sentence=List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.WordData]" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence">Sentence</a>]</span>)</span><span class="result">: (<span class="extype" name="scala.Vector">Vector</span>[<a href="GreedyTransition/package.html#ClassName=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassName">ClassName</a>], <span class="extype" name="scala.Predef.Map">Map</span>[<a href="GreedyTransition/package.html#Word=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Word">Word</a>, <a href="GreedyTransition/package.html#ClassNum=Int" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassNum">ClassNum</a>])</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.TagDictionary$@classesAndTagDictionary(trainingSentences:List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence]):(Vector[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassName],Map[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Word,com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassNum])" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.TagDictionary$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.TagDictionary$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.TagDictionary$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.TagDictionary$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.TagDictionary$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.TagDictionary$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.TagDictionary$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.TagDictionary$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.TagDictionary$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.TagDictionary$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.TagDictionary$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.TagDictionary$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.TagDictionary$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.TagDictionary$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.TagDictionary$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/Tagger$.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/Tagger$.html
new file mode 100644
index 00000000000000..fd7b27ac243ba8
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/Tagger$.html
@@ -0,0 +1,505 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Tagger - com.johnsnowlabs.nlp.annotators.parser.dep.Tagger</title>
+          <meta name="description" content="Tagger - com.johnsnowlabs.nlp.annotators.parser.dep.Tagger" />
+          <meta name="keywords" content="Tagger com.johnsnowlabs.nlp.annotators.parser.dep.Tagger" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.dep.Tagger$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="Tagger.html" title="See companion class"><img alt="Object/Class" src="../../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">dep</a></p>
+        <h1><a href="Tagger.html" title="See companion class">Tagger</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Tagger.html" title="See companion class">class Tagger</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">package dep</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
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+      </h4><span class="permalink">
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+      
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
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+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.Tagger#load" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="load(Iterator[String]):Tagger"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="wait():Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger$@wait():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/Tagger.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/Tagger.html
new file mode 100644
index 00000000000000..f3ff0f5607848c
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/Tagger.html
@@ -0,0 +1,644 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Tagger - com.johnsnowlabs.nlp.annotators.parser.dep.Tagger</title>
+          <meta name="description" content="Tagger - com.johnsnowlabs.nlp.annotators.parser.dep.Tagger" />
+          <meta name="keywords" content="Tagger com.johnsnowlabs.nlp.annotators.parser.dep.Tagger" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.dep.Tagger';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="Tagger$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">dep</a></p>
+        <h1><a href="Tagger$.html" title="See companion object">Tagger</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Tagger$.html" title="See companion object">object Tagger</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">package dep</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Tagger</span><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.parser.dep.Tagger"><span>Tagger</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.dep.Tagger#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(classes:Vector[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassName],tagDict:Map[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Word,com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassNum]):com.johnsnowlabs.nlp.annotators.parser.dep.Tagger"></a>
+      <a id="&lt;init&gt;:Tagger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Tagger</span><span class="params">(<span name="classes">classes: <span class="extype" name="scala.Vector">Vector</span>[<a href="GreedyTransition/package.html#ClassName=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassName">ClassName</a>]</span>, <span name="tagDict">tagDict: <span class="extype" name="scala.Predef.Map">Map</span>[<a href="GreedyTransition/package.html#Word=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Word">Word</a>, <a href="GreedyTransition/package.html#ClassNum=Int" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassNum">ClassNum</a>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@&lt;init&gt;(classes:Vector[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassName],tagDict:Map[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Word,com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassNum]):com.johnsnowlabs.nlp.annotators.parser.dep.Tagger" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.Tagger#getFeatures" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getFeatures(word:List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Word],pos:List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassName],i:Int):Map[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Feature,com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Score]"></a>
+      <a id="getFeatures(List[Word],List[ClassName],Int):Map[Feature,Score]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFeatures</span><span class="params">(<span name="word">word: <span class="extype" name="scala.List">List</span>[<a href="GreedyTransition/package.html#Word=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Word">Word</a>]</span>, <span name="pos">pos: <span class="extype" name="scala.List">List</span>[<a href="GreedyTransition/package.html#ClassName=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassName">ClassName</a>]</span>, <span name="i">i: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<a href="GreedyTransition/package$$Feature.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Feature">Feature</a>, <a href="GreedyTransition/package.html#Score=Float" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Score">Score</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@getFeatures(word:List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Word],pos:List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassName],i:Int):Map[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Feature,com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Score]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.Tagger#getPerceptronAsIterator" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getPerceptronAsIterator:Iterator[String]"></a>
+      <a id="getPerceptronAsIterator:Iterator[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@getPerceptronAsIterator:Iterator[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.Tagger#getTaggerAsIterator" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="getTaggerAsIterator:Iterator[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getTaggerAsIterator</span><span class="result">: <span class="extype" name="scala.Iterator">Iterator</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@getTaggerAsIterator:Iterator[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.Tagger#goodness" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="goodness(Sentence,List[ClassName]):Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">goodness</span><span class="params">(<span name="sentence">sentence: <a href="GreedyTransition/package.html#Sentence=List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.WordData]" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence">Sentence</a></span>, <span name="fit">fit: <span class="extype" name="scala.List">List</span>[<a href="GreedyTransition/package.html#ClassName=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassName">ClassName</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@goodness(sentence:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence,fit:List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassName]):Float" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.Tagger#process" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="process(sentence:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence,train:Boolean):List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassName]"></a>
+      <a id="process(Sentence,Boolean):List[ClassName]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">process</span><span class="params">(<span name="sentence">sentence: <a href="GreedyTransition/package.html#Sentence=List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.WordData]" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence">Sentence</a></span>, <span name="train">train: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.List">List</span>[<a href="GreedyTransition/package.html#ClassName=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassName">ClassName</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@process(sentence:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence,train:Boolean):List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassName]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.Tagger#tag" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="tag(sentence:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence):List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassName]"></a>
+      <a id="tag(Sentence):List[ClassName]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tag</span><span class="params">(<span name="sentence">sentence: <a href="GreedyTransition/package.html#Sentence=List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.WordData]" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence">Sentence</a></span>)</span><span class="result">: <span class="extype" name="scala.List">List</span>[<a href="GreedyTransition/package.html#ClassName=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassName">ClassName</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@tag(sentence:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence):List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.ClassName]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.Tagger#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.Tagger">Tagger</a> → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.Tagger#train" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="train(sentences:List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence],seed:Int):Float"></a>
+      <a id="train(List[Sentence],Int):Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">train</span><span class="params">(<span name="sentences">sentences: <span class="extype" name="scala.List">List</span>[<a href="GreedyTransition/package.html#Sentence=List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.WordData]" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence">Sentence</a>]</span>, <span name="seed">seed: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@train(sentences:List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence],seed:Int):Float" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.dep.Tagger#trainSentence" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="trainSentence(sentence:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence):Float"></a>
+      <a id="trainSentence(Sentence):Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">trainSentence</span><span class="params">(<span name="sentence">sentence: <a href="GreedyTransition/package.html#Sentence=List[com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.package.WordData]" class="extmbr" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence">Sentence</a></span>)</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@trainSentence(sentence:com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.Sentence):Float" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.dep.Tagger@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/package.html
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+          <meta name="keywords" content="dep com.johnsnowlabs.nlp.annotators.parser.dep" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
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+      
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+    </li></ol>
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+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
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+        <h1>parser</h1><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.package" title="Permalink" target="_top">
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+      <h4 id="signature" class="signature">
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+      <div id="footer">  </div>
+
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/ConllData.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/ConllData.html
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@@ -0,0 +1,757 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ConllData - com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData</title>
+          <meta name="description" content="ConllData - com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData" />
+          <meta name="keywords" content="ConllData com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
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+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a></p>
+        <h1>ConllData</h1><h3><span class="morelinks"><div>Related Doc:
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
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+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
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+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData"><span>ConllData</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(form:String,lemma:String,uPos:String,xPos:String,deprel:String,head:Int,begin:Int,end:Int):com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData"></a>
+      <a id="&lt;init&gt;:ConllData"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ConllData</span><span class="params">(<span name="form">form: <span class="extype" name="java.lang.String">String</span></span>, <span name="lemma">lemma: <span class="extype" name="java.lang.String">String</span></span>, <span name="uPos">uPos: <span class="extype" name="java.lang.String">String</span></span>, <span name="xPos">xPos: <span class="extype" name="java.lang.String">String</span></span>, <span name="deprel">deprel: <span class="extype" name="java.lang.String">String</span></span>, <span name="head">head: <span class="extype" name="scala.Int">Int</span></span>, <span name="begin">begin: <span class="extype" name="scala.Int">Int</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData@&lt;init&gt;(form:String,lemma:String,uPos:String,xPos:String,deprel:String,head:Int,begin:Int,end:Int):com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData#getBegin" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getBegin():Int"></a>
+      <a id="getBegin():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getBegin</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData@getBegin():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData#getDepRel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getDepRel():String"></a>
+      <a id="getDepRel():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDepRel</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData@getDepRel():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData#getEnd" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getEnd():Int"></a>
+      <a id="getEnd():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getEnd</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData@getEnd():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData#getForm" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getForm():String"></a>
+      <a id="getForm():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getForm</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData@getForm():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData#getHead" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getHead():Int"></a>
+      <a id="getHead():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getHead</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData@getHead():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData#getLemma" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getLemma():String"></a>
+      <a id="getLemma():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLemma</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData@getLemma():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData#getUPos" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getUPos():String"></a>
+      <a id="getUPos():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getUPos</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData@getUPos():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData#getXPos" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getXPos():String"></a>
+      <a id="getXPos():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getXPos</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData@getXPos():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyArcList.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyArcList.html
new file mode 100644
index 00000000000000..3e7acaa575c121
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyArcList.html
@@ -0,0 +1,499 @@
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+<html>
+        <head>
+          <title>DependencyArcList - com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyArcList</title>
+          <meta name="description" content="DependencyArcList - com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyArcList" />
+          <meta name="keywords" content="DependencyArcList com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyArcList" />
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+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a></p>
+        <h1>DependencyArcList</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">package typdep</a>
+          </div></span></h3><span class="permalink">
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+
+      <h4 id="signature" class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">class</span>
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+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
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+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a></p>
+        <h1>DependencyInstance</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">package typdep</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DependencyInstance</span><span class="result"> extends <span class="extype" name="java.io.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance"><span>DependencyInstance</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(forms:Array[String],lemmas:Array[String],uPosTags:Array[String],xPosTags:Array[String],feats:Array[Array[String]],heads:Array[Int],depRels:Array[String],begins:Array[Int],ends:Array[Int]):com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance"></a>
+      <a id="&lt;init&gt;:DependencyInstance"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DependencyInstance</span><span class="params">(<span name="forms">forms: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>, <span name="lemmas">lemmas: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>, <span name="uPosTags">uPosTags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>, <span name="xPosTags">xPosTags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>, <span name="feats">feats: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]]</span>, <span name="heads">heads: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>, <span name="depRels">depRels: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>, <span name="begins">begins: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>, <span name="ends">ends: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@&lt;init&gt;(forms:Array[String],lemmas:Array[String],uPosTags:Array[String],xPosTags:Array[String],feats:Array[Array[String]],heads:Array[Int],depRels:Array[String],begins:Array[Int],ends:Array[Int]):com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(forms:Array[String],uPosTags:Array[String],xPosTags:Array[String],heads:Array[Int],depRels:Array[String]):com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance"></a>
+      <a id="&lt;init&gt;:DependencyInstance"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DependencyInstance</span><span class="params">(<span name="forms">forms: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>, <span name="uPosTags">uPosTags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>, <span name="xPosTags">xPosTags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>, <span name="heads">heads: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>, <span name="depRels">depRels: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@&lt;init&gt;(forms:Array[String],uPosTags:Array[String],xPosTags:Array[String],heads:Array[Int],depRels:Array[String]):com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(forms:Array[String],uPosTags:Array[String],xPosTags:Array[String],heads:Array[Int]):com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance"></a>
+      <a id="&lt;init&gt;:DependencyInstance"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DependencyInstance</span><span class="params">(<span name="forms">forms: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>, <span name="uPosTags">uPosTags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>, <span name="xPosTags">xPosTags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>, <span name="heads">heads: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@&lt;init&gt;(forms:Array[String],uPosTags:Array[String],xPosTags:Array[String],heads:Array[Int]):com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(forms:Array[String]):com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance"></a>
+      <a id="&lt;init&gt;:DependencyInstance"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DependencyInstance</span><span class="params">(<span name="forms">forms: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@&lt;init&gt;(forms:Array[String]):com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(length:Int):com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance"></a>
+      <a id="&lt;init&gt;:DependencyInstance"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DependencyInstance</span><span class="params">(<span name="length">length: <span class="extype" name="scala.Int">Int</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@&lt;init&gt;(length:Int):com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance"></a>
+      <a id="&lt;init&gt;:DependencyInstance"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DependencyInstance</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance#getBegins" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getBegins():Array[Int]"></a>
+      <a id="getBegins():Array[Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getBegins</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@getBegins():Array[Int]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance#getDependencyLabelIds" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getDependencyLabelIds():Array[Int]"></a>
+      <a id="getDependencyLabelIds():Array[Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDependencyLabelIds</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@getDependencyLabelIds():Array[Int]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance#getEnds" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getEnds():Array[Int]"></a>
+      <a id="getEnds():Array[Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getEnds</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@getEnds():Array[Int]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance#getFeatIds" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getFeatIds():Array[Array[Int]]"></a>
+      <a id="getFeatIds():Array[Array[Int]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFeatIds</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@getFeatIds():Array[Array[Int]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance#getFormIds" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getFormIds():Array[Int]"></a>
+      <a id="getFormIds():Array[Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFormIds</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@getFormIds():Array[Int]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance#getForms" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getForms():Array[String]"></a>
+      <a id="getForms():Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getForms</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@getForms():Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance#getHeads" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getHeads():Array[Int]"></a>
+      <a id="getHeads():Array[Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getHeads</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@getHeads():Array[Int]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance#getLemmaIds" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getLemmaIds():Array[Int]"></a>
+      <a id="getLemmaIds():Array[Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLemmaIds</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@getLemmaIds():Array[Int]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance#getLemmas" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getLemmas():Array[String]"></a>
+      <a id="getLemmas():Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLemmas</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@getLemmas():Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance#getLength" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getLength():Int"></a>
+      <a id="getLength():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLength</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@getLength():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance#getUPosTagIds" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getUPosTagIds():Array[Int]"></a>
+      <a id="getUPosTagIds():Array[Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getUPosTagIds</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@getUPosTagIds():Array[Int]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance#getUPosTags" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getUPosTags():Array[String]"></a>
+      <a id="getUPosTags():Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getUPosTags</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@getUPosTags():Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance#getWordVecIds" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getWordVecIds():Array[Int]"></a>
+      <a id="getWordVecIds():Array[Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getWordVecIds</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@getWordVecIds():Array[Int]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance#getXPosTagIds" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getXPosTagIds():Array[Int]"></a>
+      <a id="getXPosTagIds():Array[Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getXPosTagIds</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@getXPosTagIds():Array[Int]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance#getXPosTags" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getXPosTags():Array[String]"></a>
+      <a id="getXPosTags():Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getXPosTags</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@getXPosTags():Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
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+      </span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+                <span class="name">@throws</span><span class="args">(<span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyPipe.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyPipe.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyPipe.html
@@ -0,0 +1,654 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DependencyPipe - com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe</title>
+          <meta name="description" content="DependencyPipe - com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe" />
+          <meta name="keywords" content="DependencyPipe com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      
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+         if(top === self) {
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+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a></p>
+        <h1>DependencyPipe</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">package typdep</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DependencyPipe</span><span class="result"> extends <span class="extype" name="java.io.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe"><span>DependencyPipe</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="!=(Any):Boolean"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe@##():Int" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
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+        <span class="modifier">final </span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe@==(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe@asInstanceOf[T0]:T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe#closeAlphabets" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="closeAlphabets():Unit"></a>
+      <a id="closeAlphabets():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">closeAlphabets</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe@closeAlphabets():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe#createAlphabets" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="createAlphabets(String,String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">createAlphabets</span><span class="params">(<span name="file">file: <span class="extype" name="java.lang.String">String</span></span>, <span name="conllFormat">conllFormat: <span class="extype" name="java.lang.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe@createAlphabets(file:String,conllFormat:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe#createInstances" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="createInstances(file:String,conllFormat:String):Array[com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance]"></a>
+      <a id="createInstances(String,String):Array[DependencyInstance]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">createInstances</span><span class="params">(<span name="file">file: <span class="extype" name="java.lang.String">String</span></span>, <span name="conllFormat">conllFormat: <span class="extype" name="java.lang.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="DependencyInstance.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance">DependencyInstance</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe@createInstances(file:String,conllFormat:String):Array[com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe@equals(x$1:Any):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe@finalize():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe@getClass():Class[_]" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe#getDictionariesSet" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="getDictionariesSet():DictionarySet"></a>
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+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe#nextSentence" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/LocalFeatureData.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/LocalFeatureData.html
new file mode 100644
index 00000000000000..16a09e1b8335a1
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/LocalFeatureData.html
@@ -0,0 +1,482 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>LocalFeatureData - com.johnsnowlabs.nlp.annotators.parser.typdep.LocalFeatureData</title>
+          <meta name="description" content="LocalFeatureData - com.johnsnowlabs.nlp.annotators.parser.typdep.LocalFeatureData" />
+          <meta name="keywords" content="LocalFeatureData com.johnsnowlabs.nlp.annotators.parser.typdep.LocalFeatureData" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.typdep.LocalFeatureData';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a></p>
+        <h1>LocalFeatureData</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">package typdep</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.LocalFeatureData" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
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new file mode 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/LowRankTensor.html
@@ -0,0 +1,499 @@
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+        <h1>LowRankTensor</h1><h3><span class="morelinks"><div>Related Doc:
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/Options.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/Options.html
new file mode 100644
index 00000000000000..e564c4da36d895
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/Options.html
@@ -0,0 +1,538 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Options - com.johnsnowlabs.nlp.annotators.parser.typdep.Options</title>
+          <meta name="description" content="Options - com.johnsnowlabs.nlp.annotators.parser.typdep.Options" />
+          <meta name="keywords" content="Options com.johnsnowlabs.nlp.annotators.parser.typdep.Options" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a></p>
+        <h1>Options</h1><h3><span class="morelinks"><div>Related Doc:
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+        <span class="kind">class</span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Options@finalize():Unit" title="Permalink" target="_top">
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+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Options#getNumberOfTrainingIterations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/Parameters.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/Parameters.html
new file mode 100644
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@@ -0,0 +1,963 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Parameters - com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters</title>
+          <meta name="description" content="Parameters - com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters" />
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+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a></p>
+        <h1>Parameters</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">package typdep</a>
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+        <span class="kind">class</span>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#assignTotal" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="assignTotal():Unit"></a>
+      <a id="assignTotal():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">assignTotal</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@assignTotal():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#averageParameters" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="averageParameters(Int,Float):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">averageParameters</span><span class="params">(<span name="T">T: <span class="extype" name="scala.Int">Int</span></span>, <span name="c">c: <span class="extype" name="scala.Float">Float</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@averageParameters(T:Int,c:Float):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+              
+        </dd></dl></div>
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+      <a id="dotProduct2L(proju:Array[Float],projv:Array[Float],projw:Array[Float],plab:Int,lab:Int,pdir:Int,dir:Int):Float"></a>
+      <a id="dotProduct2L(Array[Float],Array[Float],Array[Float],Int,Int,Int,Int):Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dotProduct2L</span><span class="params">(<span name="proju">proju: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>, <span name="projv">projv: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>, <span name="projw">projw: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>, <span name="plab">plab: <span class="extype" name="scala.Int">Int</span></span>, <span name="lab">lab: <span class="extype" name="scala.Int">Int</span></span>, <span name="pdir">pdir: <span class="extype" name="scala.Int">Int</span></span>, <span name="dir">dir: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@dotProduct2L(proju:Array[Float],projv:Array[Float],projw:Array[Float],plab:Int,lab:Int,pdir:Int,dir:Int):Float" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#dotProductL" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="dotProductL(proju:Array[Float],projv:Array[Float],lab:Int,dir:Int):Float"></a>
+      <a id="dotProductL(Array[Float],Array[Float],Int,Int):Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dotProductL</span><span class="params">(<span name="proju">proju: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>, <span name="projv">projv: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>, <span name="lab">lab: <span class="extype" name="scala.Int">Int</span></span>, <span name="dir">dir: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@dotProductL(proju:Array[Float],projv:Array[Float],lab:Int,dir:Int):Float" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#getDL" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getDL():Int"></a>
+      <a id="getDL():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDL</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@getDL():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#getNumberWordFeatures" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getNumberWordFeatures():Int"></a>
+      <a id="getNumberWordFeatures():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getNumberWordFeatures</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@getNumberWordFeatures():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#getParamsL" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getParamsL():Array[Float]"></a>
+      <a id="getParamsL():Array[Float]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParamsL</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@getParamsL():Array[Float]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#getT" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getT():Int"></a>
+      <a id="getT():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getT</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@getT():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#getU" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getU():Array[Array[Float]]"></a>
+      <a id="getU():Array[Array[Float]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getU</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@getU():Array[Array[Float]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#getU2" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getU2():Array[Array[Float]]"></a>
+      <a id="getU2():Array[Array[Float]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getU2</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@getU2():Array[Array[Float]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#getV" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getV():Array[Array[Float]]"></a>
+      <a id="getV():Array[Array[Float]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getV</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@getV():Array[Array[Float]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#getV2" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getV2():Array[Array[Float]]"></a>
+      <a id="getV2():Array[Array[Float]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getV2</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@getV2():Array[Array[Float]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#getW2" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getW2():Array[Array[Float]]"></a>
+      <a id="getW2():Array[Array[Float]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getW2</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@getW2():Array[Array[Float]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#getWL" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getWL():Array[Array[Float]]"></a>
+      <a id="getWL():Array[Array[Float]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getWL</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@getWL():Array[Array[Float]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#getX2L" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getX2L():Array[Array[Float]]"></a>
+      <a id="getX2L():Array[Array[Float]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getX2L</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@getX2L():Array[Array[Float]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
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+      <h4 class="signature">
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@getY2L():Array[Array[Float]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#printStat" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="printStat():Unit"></a>
+      <a id="printStat():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">printStat</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@printStat():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#projectU" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="projectU(fv:com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector,proj:Array[Float]):Unit"></a>
+      <a id="projectU(FeatureVector,Array[Float]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">projectU</span><span class="params">(<span name="fv">fv: <a href="util/FeatureVector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector">FeatureVector</a></span>, <span name="proj">proj: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@projectU(fv:com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector,proj:Array[Float]):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#projectU2" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="projectU2(fv:com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector,proj:Array[Float]):Unit"></a>
+      <a id="projectU2(FeatureVector,Array[Float]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">projectU2</span><span class="params">(<span name="fv">fv: <a href="util/FeatureVector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector">FeatureVector</a></span>, <span name="proj">proj: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@projectU2(fv:com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector,proj:Array[Float]):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#projectV" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="projectV(fv:com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector,proj:Array[Float]):Unit"></a>
+      <a id="projectV(FeatureVector,Array[Float]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">projectV</span><span class="params">(<span name="fv">fv: <a href="util/FeatureVector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector">FeatureVector</a></span>, <span name="proj">proj: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@projectV(fv:com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector,proj:Array[Float]):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#projectV2" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="projectV2(fv:com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector,proj:Array[Float]):Unit"></a>
+      <a id="projectV2(FeatureVector,Array[Float]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">projectV2</span><span class="params">(<span name="fv">fv: <a href="util/FeatureVector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector">FeatureVector</a></span>, <span name="proj">proj: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@projectV2(fv:com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector,proj:Array[Float]):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#projectW2" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="projectW2(fv:com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector,proj:Array[Float]):Unit"></a>
+      <a id="projectW2(FeatureVector,Array[Float]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">projectW2</span><span class="params">(<span name="fv">fv: <a href="util/FeatureVector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector">FeatureVector</a></span>, <span name="proj">proj: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@projectW2(fv:com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector,proj:Array[Float]):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#randomlyInit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="randomlyInit():Unit"></a>
+      <a id="randomlyInit():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">randomlyInit</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@randomlyInit():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#setGammaLabel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setGammaLabel(gammaLabel:Float):Unit"></a>
+      <a id="setGammaLabel(Float):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setGammaLabel</span><span class="params">(<span name="gammaLabel">gammaLabel: <span class="extype" name="scala.Float">Float</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@setGammaLabel(gammaLabel:Float):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#setRankFirstOrderTensor" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setRankFirstOrderTensor(rankFirstOrderTensor:Int):Unit"></a>
+      <a id="setRankFirstOrderTensor(Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@setRankFirstOrderTensor(rankFirstOrderTensor:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#setRankSecondOrderTensor" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="setRankSecondOrderTensor(Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setRankSecondOrderTensor</span><span class="params">(<span name="rankSecondOrderTensor">rankSecondOrderTensor: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@setRankSecondOrderTensor(rankSecondOrderTensor:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters#updateLabel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="updateLabel(gold:com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance,predictedHeads:Array[Int],predictedLabels:Array[Int],localFeatureData:com.johnsnowlabs.nlp.annotators.parser.typdep.LocalFeatureData,updCnt:Int):Float"></a>
+      <a id="updateLabel(DependencyInstance,Array[Int],Array[Int],LocalFeatureData,Int):Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">updateLabel</span><span class="params">(<span name="gold">gold: <a href="DependencyInstance.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance">DependencyInstance</a></span>, <span name="predictedHeads">predictedHeads: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>, <span name="predictedLabels">predictedLabels: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>, <span name="localFeatureData">localFeatureData: <a href="LocalFeatureData.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.LocalFeatureData">LocalFeatureData</a></span>, <span name="updCnt">updCnt: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@updateLabel(gold:com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance,predictedHeads:Array[Int],predictedLabels:Array[Int],localFeatureData:com.johnsnowlabs.nlp.annotators.parser.typdep.LocalFeatureData,updCnt:Int):Float" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/PredictionParameters.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/PredictionParameters.html
new file mode 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/PredictionParameters.html
@@ -0,0 +1,519 @@
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/PretrainedTypedDependencyParserModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/PretrainedTypedDependencyParserModel.html
new file mode 100644
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@@ -0,0 +1,502 @@
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TrainDependencies.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TrainDependencies.html
new file mode 100644
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@@ -0,0 +1,623 @@
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+          <meta name="description" content="TrainDependencies - com.johnsnowlabs.nlp.annotators.parser.typdep.TrainDependencies" />
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+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a></p>
+        <h1>TrainDependencies</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">package typdep</a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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new file mode 100644
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+          <meta name="description" content="TrainFile - com.johnsnowlabs.nlp.annotators.parser.typdep.TrainFile" />
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+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a></p>
+        <h1>TrainFile</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">package typdep</a>
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+      <h4 id="signature" class="signature">
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+        <span class="modifier"></span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TrainFile@conllFormat:String" title="Permalink" target="_top">
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+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+                <span class="name">@throws</span><span class="args">(<span>
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+                <span class="name">@throws</span><span class="args">(<span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParser.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParser.html
new file mode 100644
index 00000000000000..d69b843ad6ec59
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParser.html
@@ -0,0 +1,538 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TypedDependencyParser - com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParser</title>
+          <meta name="description" content="TypedDependencyParser - com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParser" />
+          <meta name="keywords" content="TypedDependencyParser com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParser" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a></p>
+        <h1>TypedDependencyParser</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">package typdep</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParser" title="Permalink" target="_top">
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
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+      <span class="symbol">
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+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+        
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+        <div id="order">
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+              <ol>
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+                <li class="alpha in"><span>Alphabetic</span></li>
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+                <ol id="linearization">
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+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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new file mode 100644
index 00000000000000..864e1c1adb9e1c
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserApproach$.html
@@ -0,0 +1,532 @@
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+            Related Docs:
+            <a href="TypedDependencyParserApproach.html" title="See companion class">class TypedDependencyParserApproach</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">package typdep</a>
+          </div></span></h3><span class="permalink">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
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+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+      <a id="hashCode():Int"></a>
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+      </h4><span class="permalink">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a id="wait(Long):Unit"></a>
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+        <span class="kind">def</span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
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+        <div id="inheritedMembers">
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+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="TypedDependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="TypedDependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserApproach.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserApproach.html
@@ -0,0 +1,1795 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TypedDependencyParserApproach - com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach</title>
+          <meta name="description" content="TypedDependencyParserApproach - com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach" />
+          <meta name="keywords" content="TypedDependencyParserApproach com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
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+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="TypedDependencyParserApproach$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a></p>
+        <h1><a href="TypedDependencyParserApproach$.html" title="See companion object">TypedDependencyParserApproach</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="TypedDependencyParserApproach$.html" title="See companion object">object TypedDependencyParserApproach</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">package typdep</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TypedDependencyParserApproach</span><span class="result"> extends <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>], <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+
+      <div id="mbrsel">
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+              <span class="filtertype">Ordering</span>
+              <ol>
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+                <li class="inherit out"><span>By Inheritance</span></li>
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+                <ol id="linearization">
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+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
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+      <a id="==(x$1:Any):Boolean"></a>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#beforeTraining" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="beforeTraining(SparkSession):Unit"></a>
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+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">beforeTraining</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
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+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):TypedDependencyParserApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@conll2009:com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach#conllU" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="conllU:com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam"></a>
+      <a id="conllU:ExternalResourceParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@conllU:com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]"></a>
+      <a id="copy(ParamMap):Estimator[TypedDependencyParserModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator → PipelineStage → Params</dd></dl></div>
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+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach#description" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="description:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@description:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a> → <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_]):M"></a>
+      <a id="fit(Dataset[_]):TypedDependencyParserModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <a href="TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@fit(dataset:org.apache.spark.sql.Dataset[_]):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]"></a>
+      <a id="fit(Dataset[_],Array[ParamMap]):Seq[TypedDependencyParserModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMaps">paramMaps: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="fit(Dataset[_],ParamMap):TypedDependencyParserModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M"></a>
+      <a id="fit(Dataset[_],ParamPair[_],ParamPair[_]*):TypedDependencyParserModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach#getTrainingFile" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getTrainingFile:com.johnsnowlabs.nlp.annotators.parser.typdep.TrainFile"></a>
+      <a id="getTrainingFile:TrainFile"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getTrainingFile</span><span class="result">: <a href="TrainFile.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TrainFile">TrainFile</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@getTrainingFile:com.johnsnowlabs.nlp.annotators.parser.typdep.TrainFile" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a> → <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@logName:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach#numberOfIterations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <span class="modifier_kind">
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+        <span class="kind">val</span>
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+      <span class="symbol">
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+      </span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@numberOfIterations:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#onTrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onTrained(TypedDependencyParserModel,SparkSession):Unit"></a>
+      <h4 class="signature">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:String"></a>
+      <a id="outputAnnotatorType:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@outputAnnotatorType:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a> → <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):TypedDependencyParserApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):TypedDependencyParserApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):TypedDependencyParserApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach#setConll2009" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="setConll2009(String,Format,Map[String,String]):TypedDependencyParserApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@setConll2009(path:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):TypedDependencyParserApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach#setConllU" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setConllU(path:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):TypedDependencyParserApproach.this.type"></a>
+      <a id="setConllU(String,Format,Map[String,String]):TypedDependencyParserApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@setConllU(path:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):TypedDependencyParserApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):TypedDependencyParserApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):TypedDependencyParserApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):TypedDependencyParserApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):TypedDependencyParserApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach#setNumberOfIterations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setNumberOfIterations(value:Int):TypedDependencyParserApproach.this.type"></a>
+      <a id="setNumberOfIterations(Int):TypedDependencyParserApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setNumberOfIterations</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@setNumberOfIterations(value:Int):TypedDependencyParserApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):TypedDependencyParserApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach#train" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel"></a>
+      <a id="train(Dataset[_],Option[PipelineModel]):TypedDependencyParserModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">train</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursivePipeline">recursivePipeline: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</span>)</span><span class="result">: <a href="TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a> → <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach#validateTrainingFiles" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="validateTrainingFiles():Unit"></a>
+      <a id="validateTrainingFiles():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validateTrainingFiles</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@validateTrainingFiles():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.AnnotatorApproach">
+              <h3>Inherited from <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Estimator">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserModel$.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserModel$.html
@@ -0,0 +1,570 @@
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+<html>
+        <head>
+          <title>TypedDependencyParserModel - com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel</title>
+          <meta name="description" content="TypedDependencyParserModel - com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel" />
+          <meta name="keywords" content="TypedDependencyParserModel com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+        <body class="value">
+      <div id="definition">
+        <a href="TypedDependencyParserModel.html" title="See companion class"><img alt="Object/Class" src="../../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a></p>
+        <h1><a href="TypedDependencyParserModel.html" title="See companion class">TypedDependencyParserModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="TypedDependencyParserModel.html" title="See companion class">class TypedDependencyParserModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">package typdep</a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel$" title="Permalink" target="_top">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+              
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+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserModel.html
new file mode 100644
index 00000000000000..9a5ee25734d0e5
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserModel.html
@@ -0,0 +1,2177 @@
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+        <head>
+          <title>TypedDependencyParserModel - com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel</title>
+          <meta name="description" content="TypedDependencyParserModel - com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel" />
+          <meta name="keywords" content="TypedDependencyParserModel com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+        <body class="type">
+      <div id="definition">
+        <a href="TypedDependencyParserModel$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a></p>
+        <h1><a href="TypedDependencyParserModel$.html" title="See companion object">TypedDependencyParserModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="TypedDependencyParserModel$.html" title="See companion object">object TypedDependencyParserModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">package typdep</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
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+      <span class="symbol">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+        <div id="types" class="types members">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
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+
+        <div id="values" class="values members">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
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+      <h4 class="signature">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a document and annotations and produces new annotations of this annotator's annotation type</p><div class="fullcomment"><div class="comment cmt"><p>takes a document and annotations and produces new annotations of this annotator's annotation type</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a> → <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):TypedDependencyParserModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel#conllFormat" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="conllFormat:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="conllFormat:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">conllFormat</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@conllFormat:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):TypedDependencyParserModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../../../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../../../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
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+        </dd></dl></div>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a> → <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@logName:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
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+      <a id="setDefault[T](StructFeature[T],()⇒T):TypedDependencyParserModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):TypedDependencyParserModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):TypedDependencyParserModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):TypedDependencyParserModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):TypedDependencyParserModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):TypedDependencyParserModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel#setDependencyPipe" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setDependencyPipe(targetDependencyPipe:com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe):TypedDependencyParserModel.this.type"></a>
+      <a id="setDependencyPipe(DependencyPipe):TypedDependencyParserModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDependencyPipe</span><span class="params">(<span name="targetDependencyPipe">targetDependencyPipe: <a href="DependencyPipe.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe">DependencyPipe</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@setDependencyPipe(targetDependencyPipe:com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe):TypedDependencyParserModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):TypedDependencyParserModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):TypedDependencyParserModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel#setOptions" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setOptions(targetOptions:com.johnsnowlabs.nlp.annotators.parser.typdep.Options):TypedDependencyParserModel.this.type"></a>
+      <a id="setOptions(Options):TypedDependencyParserModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOptions</span><span class="params">(<span name="targetOptions">targetOptions: <a href="Options.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.Options">Options</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@setOptions(targetOptions:com.johnsnowlabs.nlp.annotators.parser.typdep.Options):TypedDependencyParserModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):TypedDependencyParserModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[TypedDependencyParserModel]):TypedDependencyParserModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel#trainDependencyPipe" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="trainDependencyPipe:com.johnsnowlabs.nlp.serialization.StructFeature[com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe]"></a>
+      <a id="trainDependencyPipe:StructFeature[DependencyPipe]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">trainDependencyPipe</span><span class="result">: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<a href="DependencyPipe.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe">DependencyPipe</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@trainDependencyPipe:com.johnsnowlabs.nlp.serialization.StructFeature[com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel#trainOptions" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="trainOptions:com.johnsnowlabs.nlp.serialization.StructFeature[com.johnsnowlabs.nlp.annotators.parser.typdep.Options]"></a>
+      <a id="trainOptions:StructFeature[Options]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">trainOptions</span><span class="result">: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<a href="Options.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.Options">Options</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@trainOptions:com.johnsnowlabs.nlp.serialization.StructFeature[com.johnsnowlabs.nlp.annotators.parser.typdep.Options]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel#trainParameters" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="trainParameters:com.johnsnowlabs.nlp.serialization.StructFeature[com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters]"></a>
+      <a id="trainParameters:StructFeature[Parameters]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">trainParameters</span><span class="result">: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<a href="Parameters.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters">Parameters</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@trainParameters:com.johnsnowlabs.nlp.serialization.StructFeature[com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/feature/FeatureTemplate.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/feature/FeatureTemplate.html
new file mode 100644
index 00000000000000..a01d9106ef3961
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/feature/FeatureTemplate.html
@@ -0,0 +1,502 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>FeatureTemplate - com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate</title>
+          <meta name="description" content="FeatureTemplate - com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate" />
+          <meta name="keywords" content="FeatureTemplate com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature">feature</a></p>
+        <h1>FeatureTemplate</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature">package feature</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">FeatureTemplate</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate"><span>FeatureTemplate</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate"></a>
+      <a id="&lt;init&gt;:FeatureTemplate"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">FeatureTemplate</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate@notifyAll():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate@toString():String" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate@wait():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
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+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
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+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
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+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
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+      <div id="footer">  </div>
+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/feature/SyntacticFeatureFactory.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/feature/SyntacticFeatureFactory.html
new file mode 100644
index 00000000000000..5ee64ae9314774
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/feature/SyntacticFeatureFactory.html
@@ -0,0 +1,827 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SyntacticFeatureFactory - com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory</title>
+          <meta name="description" content="SyntacticFeatureFactory - com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory" />
+          <meta name="keywords" content="SyntacticFeatureFactory com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature">feature</a></p>
+        <h1>SyntacticFeatureFactory</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature">package feature</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SyntacticFeatureFactory</span><span class="result"> extends <span class="extype" name="java.io.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory"><span>SyntacticFeatureFactory</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory"></a>
+      <a id="&lt;init&gt;:SyntacticFeatureFactory"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SyntacticFeatureFactory</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory#checkCollisions" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="checkCollisions():Unit"></a>
+      <a id="checkCollisions():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkCollisions</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@checkCollisions():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory#closeAlphabets" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="closeAlphabets():Unit"></a>
+      <a id="closeAlphabets():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">closeAlphabets</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@closeAlphabets():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory#createLabelFeatures" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="createLabelFeatures(fv:com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector,inst:com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance,heads:Array[Int],types:Array[Int],mod:Int,order:Int):Unit"></a>
+      <a id="createLabelFeatures(Collector,DependencyInstance,Array[Int],Array[Int],Int,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">createLabelFeatures</span><span class="params">(<span name="fv">fv: <a href="../util/Collector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector">Collector</a></span>, <span name="inst">inst: <a href="../DependencyInstance.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance">DependencyInstance</a></span>, <span name="heads">heads: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>, <span name="types">types: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>, <span name="mod">mod: <span class="extype" name="scala.Int">Int</span></span>, <span name="order">order: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@createLabelFeatures(fv:com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector,inst:com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance,heads:Array[Int],types:Array[Int],mod:Int,order:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory#createWordFeatures" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="createWordFeatures(dependencyInstance:com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance,i:Int):com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector"></a>
+      <a id="createWordFeatures(DependencyInstance,Int):FeatureVector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">createWordFeatures</span><span class="params">(<span name="dependencyInstance">dependencyInstance: <a href="../DependencyInstance.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance">DependencyInstance</a></span>, <span name="i">i: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="../util/FeatureVector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector">FeatureVector</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@createWordFeatures(dependencyInstance:com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance,i:Int):com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory#fillParameters" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="fillParameters(tensor:com.johnsnowlabs.nlp.annotators.parser.typdep.LowRankTensor,tensor2:com.johnsnowlabs.nlp.annotators.parser.typdep.LowRankTensor,params:com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters):Unit"></a>
+      <a id="fillParameters(LowRankTensor,LowRankTensor,Parameters):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fillParameters</span><span class="params">(<span name="tensor">tensor: <a href="../LowRankTensor.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.LowRankTensor">LowRankTensor</a></span>, <span name="tensor2">tensor2: <a href="../LowRankTensor.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.LowRankTensor">LowRankTensor</a></span>, <span name="params">params: <a href="../Parameters.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters">Parameters</a></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@fillParameters(tensor:com.johnsnowlabs.nlp.annotators.parser.typdep.LowRankTensor,tensor2:com.johnsnowlabs.nlp.annotators.parser.typdep.LowRankTensor,params:com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory#getDepNumBits" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getDepNumBits():Int"></a>
+      <a id="getDepNumBits():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDepNumBits</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@getDepNumBits():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory#getFlagBits" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getFlagBits():Int"></a>
+      <a id="getFlagBits():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFlagBits</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@getFlagBits():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory#getNumberLabeledArcFeatures" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getNumberLabeledArcFeatures():Int"></a>
+      <a id="getNumberLabeledArcFeatures():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getNumberLabeledArcFeatures</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@getNumberLabeledArcFeatures():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory#getNumberWordFeatures" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getNumberWordFeatures():Int"></a>
+      <a id="getNumberWordFeatures():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getNumberWordFeatures</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@getNumberWordFeatures():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory#getTagNumBits" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getTagNumBits():Int"></a>
+      <a id="getTagNumBits():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getTagNumBits</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@getTagNumBits():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory#getWordNumBits" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getWordNumBits():Int"></a>
+      <a id="getWordNumBits():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getWordNumBits</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@getWordNumBits():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory#initFeatureAlphabets" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="initFeatureAlphabets(dependencyInstance:com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance):Unit"></a>
+      <a id="initFeatureAlphabets(DependencyInstance):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initFeatureAlphabets</span><span class="params">(<span name="dependencyInstance">dependencyInstance: <a href="../DependencyInstance.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance">DependencyInstance</a></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@initFeatureAlphabets(dependencyInstance:com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory#setDepNumBits" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setDepNumBits(depNumBits:Int):Unit"></a>
+      <a id="setDepNumBits(Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDepNumBits</span><span class="params">(<span name="depNumBits">depNumBits: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@setDepNumBits(depNumBits:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory#setFlagBits" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setFlagBits(flagBits:Int):Unit"></a>
+      <a id="setFlagBits(Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setFlagBits</span><span class="params">(<span name="flagBits">flagBits: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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+      <div id="footer">  </div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/feature/package.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/feature/package.html
new file mode 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/feature/package.html
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+        <head>
+          <title>feature - com.johnsnowlabs.nlp.annotators.parser.typdep.feature</title>
+          <meta name="description" content="feature - com.johnsnowlabs.nlp.annotators.parser.typdep.feature" />
+          <meta name="keywords" content="feature com.johnsnowlabs.nlp.annotators.parser.typdep.feature" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
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+        <body class="value">
+      <div id="definition">
+        <img alt="Package" src="../../../../../../../lib/package_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a></p>
+        <h1>feature</h1><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.feature.package" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+        <div id="inheritedMembers">
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+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
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+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/Conll09Reader.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/Conll09Reader.html
new file mode 100644
index 00000000000000..d1044b5e5b36c1
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/Conll09Reader.html
@@ -0,0 +1,572 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Conll09Reader - com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader</title>
+          <meta name="description" content="Conll09Reader - com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader" />
+          <meta name="keywords" content="Conll09Reader com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io">io</a></p>
+        <h1>Conll09Reader</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io">package io</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Conll09Reader</span><span class="result"> extends <a href="DependencyReader.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader">DependencyReader</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="DependencyReader.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader">DependencyReader</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+        
+
+      <div id="mbrsel">
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+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
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+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader"><span>Conll09Reader</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader"><span>DependencyReader</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader"></a>
+      <a id="&lt;init&gt;:Conll09Reader"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Conll09Reader</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader#close" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="close():Unit"></a>
+      <a id="close():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">close</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader@close():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="DependencyReader.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader">DependencyReader</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader#nextInstance" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="nextInstance():com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance"></a>
+      <a id="nextInstance():DependencyInstance"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">nextInstance</span><span class="params">()</span><span class="result">: <a href="../DependencyInstance.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance">DependencyInstance</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader@nextInstance():com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader">Conll09Reader</a> → <a href="DependencyReader.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader">DependencyReader</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader#nextSentence" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="nextSentence(sentence:Array[com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData]):com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance"></a>
+      <a id="nextSentence(Array[ConllData]):DependencyInstance"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">nextSentence</span><span class="params">(<span name="sentence">sentence: <span class="extype" name="scala.Array">Array</span>[<a href="../ConllData.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData">ConllData</a>]</span>)</span><span class="result">: <a href="../DependencyInstance.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance">DependencyInstance</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader@nextSentence(sentence:Array[com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData]):com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="DependencyReader.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader">DependencyReader</a></dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader#startReading" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="startReading(file:String):Unit"></a>
+      <a id="startReading(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader@startReading(file:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="DependencyReader.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader">DependencyReader</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+
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+
+        
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+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader">
+              <h3>Inherited from <a href="DependencyReader.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader">DependencyReader</a></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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+        
+        </div>
+
+        <div id="groupedMembers">
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+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/ConllUReader.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/ConllUReader.html
new file mode 100644
index 00000000000000..a84ef7ec7c19ac
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/ConllUReader.html
@@ -0,0 +1,572 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ConllUReader - com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllUReader</title>
+          <meta name="description" content="ConllUReader - com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllUReader" />
+          <meta name="keywords" content="ConllUReader com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllUReader" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllUReader';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io">io</a></p>
+        <h1>ConllUReader</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io">package io</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllUReader" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ConllUReader</span><span class="result"> extends <a href="DependencyReader.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader">DependencyReader</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="DependencyReader.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader">DependencyReader</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllUReader"><span>ConllUReader</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader"><span>DependencyReader</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllUReader#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="&lt;init&gt;:ConllUReader"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ConllUReader</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllUReader@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllUReader" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllUReader@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllUReader@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllUReader@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllUReader@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllUReader@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader#close" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="close():Unit"></a>
+      <a id="close():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">close</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllUReader@close():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="DependencyReader.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader">DependencyReader</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllUReader@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
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+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllUReader@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+              <h3>Inherited from <a href="DependencyReader.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader">DependencyReader</a></h3>
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+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/ConllWriter.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/ConllWriter.html
new file mode 100644
index 00000000000000..8fe4afbdb7fad7
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/ConllWriter.html
@@ -0,0 +1,519 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ConllWriter - com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter</title>
+          <meta name="description" content="ConllWriter - com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter" />
+          <meta name="keywords" content="ConllWriter com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io">io</a></p>
+        <h1>ConllWriter</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io">package io</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ConllWriter</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter"><span>ConllWriter</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(options:com.johnsnowlabs.nlp.annotators.parser.typdep.Options,pipe:com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe):com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter"></a>
+      <a id="&lt;init&gt;:ConllWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ConllWriter</span><span class="params">(<span name="options">options: <a href="../Options.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.Options">Options</a></span>, <span name="pipe">pipe: <a href="../DependencyPipe.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe">DependencyPipe</a></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter@&lt;init&gt;(options:com.johnsnowlabs.nlp.annotators.parser.typdep.Options,pipe:com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe):com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter#getDependencyLabels" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getDependencyLabels(dependencyInstance:com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance,predictedHeads:Array[Int],predictedLabels:Array[Int]):Array[com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel]"></a>
+      <a id="getDependencyLabels(DependencyInstance,Array[Int],Array[Int]):Array[DependencyLabel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDependencyLabels</span><span class="params">(<span name="dependencyInstance">dependencyInstance: <a href="../DependencyInstance.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance">DependencyInstance</a></span>, <span name="predictedHeads">predictedHeads: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>, <span name="predictedLabels">predictedLabels: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="../util/DependencyLabel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel">DependencyLabel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter@getDependencyLabels(dependencyInstance:com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance,predictedHeads:Array[Int],predictedLabels:Array[Int]):Array[com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
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+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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+        
+        </div>
+
+        <div id="groupedMembers">
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+      <div id="tooltip"></div>
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/DependencyReader.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/DependencyReader.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/DependencyReader.html
@@ -0,0 +1,576 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DependencyReader - com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader</title>
+          <meta name="description" content="DependencyReader - com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader" />
+          <meta name="keywords" content="DependencyReader com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io">io</a></p>
+        <h1>DependencyReader</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io">package io</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DependencyReader</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="Conll09Reader.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader">Conll09Reader</a>, <a href="ConllUReader.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllUReader">ConllUReader</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader"><span>DependencyReader</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="&lt;init&gt;:DependencyReader"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DependencyReader</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Abstract Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader#nextInstance" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="nextInstance():com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance"></a>
+      <a id="nextInstance():DependencyInstance"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader@nextInstance():com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Concrete Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader#close" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="close():Unit"></a>
+      <a id="close():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">close</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader@close():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <div id="footer">  </div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/package.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/package.html
new file mode 100644
index 00000000000000..b8a210b049497e
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/package.html
@@ -0,0 +1,169 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>io - com.johnsnowlabs.nlp.annotators.parser.typdep.io</title>
+          <meta name="description" content="io - com.johnsnowlabs.nlp.annotators.parser.typdep.io" />
+          <meta name="keywords" content="io com.johnsnowlabs.nlp.annotators.parser.typdep.io" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
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+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Package" src="../../../../../../../lib/package_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a></p>
+        <h1>io</h1><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.io.package" title="Permalink" target="_top">
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+          <meta name="keywords" content="typdep com.johnsnowlabs.nlp.annotators.parser.typdep" />
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="util:util"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+
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+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/Alphabet.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/Alphabet.html
new file mode 100644
index 00000000000000..c25edc145bbb8a
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/Alphabet.html
@@ -0,0 +1,555 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Alphabet - com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet</title>
+          <meta name="description" content="Alphabet - com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet" />
+          <meta name="keywords" content="Alphabet com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util">util</a></p>
+        <h1>Alphabet</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util">package util</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Alphabet</span><span class="result"> extends <span class="extype" name="java.io.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet"><span>Alphabet</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet"></a>
+      <a id="&lt;init&gt;:Alphabet"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Alphabet</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet#lookupIndex" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="lookupIndex(Long):Int"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet@lookupIndex(entry:Long):Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet#lookupIndex" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="lookupIndex(Long,Int):Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet@lookupIndex(entry:Long,value:Int):Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      <a id="notify():Unit"></a>
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+        <span class="kind">def</span>
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+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet@toString():String" title="Permalink" target="_top">
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet@wait():Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
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+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+              
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+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+              
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+    </li></ol>
+            </div>
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+        <div class="parent" name="java.io.Serializable">
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+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
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+        <div id="groupedMembers">
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+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/Collector.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/Collector.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/Collector.html
@@ -0,0 +1,522 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Collector - com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector</title>
+          <meta name="description" content="Collector - com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector" />
+          <meta name="keywords" content="Collector com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
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+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
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+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util">util</a></p>
+        <h1>Collector</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util">package util</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Collector</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="FeatureVector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector">FeatureVector</a>, <a href="ScoreCollector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector">ScoreCollector</a></div>
+          </div></div>
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+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
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+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
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+              <li class="hideall out"><span>Hide All</span></li>
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+              <h3>Abstract Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector#addEntry" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
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+      <a id="addEntry(Int,Float):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addEntry</span><span class="params">(<span name="x">x: <span class="extype" name="scala.Int">Int</span></span>, <span name="va">va: <span class="extype" name="scala.Float">Float</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector@addEntry(x:Int,va:Float):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector#addEntry" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="addEntry(x:Int):Unit"></a>
+      <a id="addEntry(Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addEntry</span><span class="params">(<span name="x">x: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector@addEntry(x:Int):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Concrete Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector@##():Int" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      
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+              
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+      <a id="eq(AnyRef):Boolean"></a>
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+      <span class="modifier_kind">
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+      <span class="modifier_kind">
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      
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+              
+        </dd></dl></div>
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+        <span class="modifier">final </span>
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
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+      </h4><span class="permalink">
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
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+      <a id="ne(AnyRef):Boolean"></a>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector@notify():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector@wait():Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+              
+        </dd></dl></div>
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+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
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+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+        
+
+        
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+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
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+              <h3>Ungrouped</h3>
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+
+      </div>
+
+      <div id="tooltip"></div>
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+      <div id="footer">  </div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/DependencyLabel.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/DependencyLabel.html
new file mode 100644
index 00000000000000..14c7fa30eca762
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/DependencyLabel.html
@@ -0,0 +1,587 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DependencyLabel - com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel</title>
+          <meta name="description" content="DependencyLabel - com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel" />
+          <meta name="keywords" content="DependencyLabel com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util">util</a></p>
+        <h1>DependencyLabel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util">package util</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DependencyLabel</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel"><span>DependencyLabel</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(dependency:String,label:String,head:Int,begin:Int,end:Int):com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel"></a>
+      <a id="&lt;init&gt;:DependencyLabel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel@&lt;init&gt;(dependency:String,label:String,head:Int,begin:Int,end:Int):com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel#getBegin" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getBegin():Int"></a>
+      <a id="getBegin():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getBegin</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel@getBegin():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel#getDependency" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getDependency():String"></a>
+      <a id="getDependency():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDependency</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel@getDependency():String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel#getEnd" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getEnd():Int"></a>
+      <a id="getEnd():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getEnd</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel@getEnd():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel#getHead" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getHead():Int"></a>
+      <a id="getHead():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getHead</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel@getHead():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel#getLabel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getLabel():String"></a>
+      <a id="getLabel():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLabel</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel@getLabel():String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
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+                <span class="name">@throws</span><span class="args">(<span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+                <span class="name">@throws</span><span class="args">(<span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/Dictionary.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/Dictionary.html
new file mode 100644
index 00000000000000..13f9f4523549a3
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/Dictionary.html
@@ -0,0 +1,671 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Dictionary - com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary</title>
+          <meta name="description" content="Dictionary - com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary" />
+          <meta name="keywords" content="Dictionary com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
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+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
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+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util">util</a></p>
+        <h1>Dictionary</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util">package util</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
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+        <span class="modifier"></span>
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+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary@==(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="modifier"></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
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+      <a id="dictionarySize():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary@dictionarySize():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary@equals(x$1:Any):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary@finalize():Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </h4><span class="permalink">
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+      <a id="getNumEntries():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary@getNumEntries():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary#isGrowthStopped" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="isGrowthStopped():Boolean"></a>
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isGrowthStopped</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary@isGrowthStopped():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
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+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary#lookupIndex" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">lookupIndex</span><span class="params">(<span name="entry">entry: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary@lookupIndex(entry:Any):Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
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+        <span class="modifier">final </span>
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+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
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+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary#setGrowthStopped" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">setGrowthStopped</span><span class="params">(<span name="growthStopped">growthStopped: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary@setGrowthStopped(growthStopped:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary#setMap" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="setMap(TObjectIntHashMap[_]):Unit"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary@setMap(map:gnu.trove.map.hash.TObjectIntHashMap[_]):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary#setMapAsString" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMapAsString</span><span class="params">(<span name="mapAsString">mapAsString: <span class="extype" name="java.lang.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary@setMapAsString(mapAsString:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary#setNumEntries" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setNumEntries(numEntries:Int):Unit"></a>
+      <a id="setNumEntries(Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setNumEntries</span><span class="params">(<span name="numEntries">numEntries: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary@setNumEntries(numEntries:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary#toArray" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="toArray():Array[Object]"></a>
+      <a id="toArray():Array[AnyRef]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toArray</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.AnyRef">AnyRef</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary@toArray():Array[Object]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary@wait():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+    </li></ol>
+            </div>
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+
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+        <div id="inheritedMembers">
+        <div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
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+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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+        
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+        <div id="groupedMembers">
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+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/DictionarySet.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/DictionarySet.html
new file mode 100644
index 00000000000000..dd3ae9220441e7
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/DictionarySet.html
@@ -0,0 +1,640 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DictionarySet - com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet</title>
+          <meta name="description" content="DictionarySet - com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet" />
+          <meta name="keywords" content="DictionarySet com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util">util</a></p>
+        <h1>DictionarySet</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util">package util</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DictionarySet</span><span class="result"> extends <span class="extype" name="java.io.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet"><span>DictionarySet</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet"></a>
+      <a id="&lt;init&gt;:DictionarySet"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DictionarySet</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet#closeCounters" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="closeCounters():Unit"></a>
+      <a id="closeCounters():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">closeCounters</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet@closeCounters():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet#getDictionaries" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getDictionaries():Array[com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary]"></a>
+      <a id="getDictionaries():Array[Dictionary]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDictionaries</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="Dictionary.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary">Dictionary</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet@getDictionaries():Array[com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet#getDictionary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getDictionary(tag:com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet.DictionaryTypes):com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary"></a>
+      <a id="getDictionary(DictionaryTypes):Dictionary"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDictionary</span><span class="params">(<span name="tag">tag: <span class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet.DictionaryTypes">DictionaryTypes</span></span>)</span><span class="result">: <a href="Dictionary.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary">Dictionary</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet@getDictionary(tag:com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet.DictionaryTypes):com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet#getDictionarySize" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getDictionarySize(tag:com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet.DictionaryTypes):Int"></a>
+      <a id="getDictionarySize(DictionaryTypes):Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDictionarySize</span><span class="params">(<span name="tag">tag: <span class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet.DictionaryTypes">DictionaryTypes</span></span>)</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet@getDictionarySize(tag:com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet.DictionaryTypes):Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet#isCounting" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="isCounting():Boolean"></a>
+      <a id="isCounting():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isCounting</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet@isCounting():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet#lookupIndex" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="lookupIndex(tag:com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet.DictionaryTypes,item:String):Int"></a>
+      <a id="lookupIndex(DictionaryTypes,String):Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">lookupIndex</span><span class="params">(<span name="tag">tag: <span class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet.DictionaryTypes">DictionaryTypes</span></span>, <span name="item">item: <span class="extype" name="java.lang.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet@lookupIndex(tag:com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet.DictionaryTypes,item:String):Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
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+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet@wait():Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <h4 class="signature">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
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+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
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+    </li></ol>
+            </div>
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+        <div class="parent" name="java.io.Serializable">
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+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/FeatureVector.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/FeatureVector.html
new file mode 100644
index 00000000000000..aaac9d3214b6e8
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/FeatureVector.html
@@ -0,0 +1,657 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>FeatureVector - com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector</title>
+          <meta name="description" content="FeatureVector - com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector" />
+          <meta name="keywords" content="FeatureVector com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector" />
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+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util">util</a></p>
+        <h1>FeatureVector</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util">package util</a>
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+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
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+      <span class="symbol">
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+      </span>
+      </h4>
+      
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+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="Collector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector">Collector</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+              <span class="filtertype">Ordering</span>
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+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
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+            </div>
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+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
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+                </ol>
+              </div><div id="ancestors">
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector" title="Permalink" target="_top">
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+    </span>
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+            </div>
+
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+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
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+        <span class="modifier">final </span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@##():Int" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector#addEntries" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="addEntries(FeatureVector,Float):Unit"></a>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector#addEntries" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="addEntries(FeatureVector):Unit"></a>
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+        <span class="kind">def</span>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@addEntries(m:com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector#addEntry" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addEntry(x:Int,value:Float):Unit"></a>
+      <a id="addEntry(Int,Float):Unit"></a>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@addEntry(x:Int,value:Float):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector">FeatureVector</a> → <a href="Collector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector">Collector</a></dd></dl></div>
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+      <a id="addEntry(Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addEntry</span><span class="params">(<span name="x">x: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@addEntry(x:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector">FeatureVector</a> → <a href="Collector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector">Collector</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector#dotProduct" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="dotProduct(Array[Float]):Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dotProduct</span><span class="params">(<span name="y">y: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@dotProduct(y:Array[Float]):Float" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector#size" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="size():Int"></a>
+      <a id="size():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">size</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@size():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector#squaredL2NormUnsafe" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="squaredL2NormUnsafe():Float"></a>
+      <a id="squaredL2NormUnsafe():Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">squaredL2NormUnsafe</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@squaredL2NormUnsafe():Float" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector#value" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="value(Int):Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@value(i:Int):Float" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a id="wait(Long):Unit"></a>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
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+      <a id="x(Int):Int"></a>
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+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector@x(i:Int):Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector">
+              <h3>Inherited from <a href="Collector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector">Collector</a></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
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+              <h3>Ungrouped</h3>
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+
+      </div>
+
+      <div id="tooltip"></div>
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+      <div id="footer">  </div>
+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/ScoreCollector.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/ScoreCollector.html
new file mode 100644
index 00000000000000..f54ca60c0dc025
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/ScoreCollector.html
@@ -0,0 +1,555 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ScoreCollector - com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector</title>
+          <meta name="description" content="ScoreCollector - com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector" />
+          <meta name="keywords" content="ScoreCollector com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util">util</a></p>
+        <h1>ScoreCollector</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util">package util</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ScoreCollector</span><span class="result"> extends <a href="Collector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector">Collector</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="Collector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector">Collector</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector"><span>ScoreCollector</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector"><span>Collector</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="&lt;init&gt;:ScoreCollector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ScoreCollector</span><span class="params">(<span name="w">w: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector@&lt;init&gt;(w:Array[Float]):com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector#addEntry" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addEntry(x:Int,va:Float):Unit"></a>
+      <a id="addEntry(Int,Float):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addEntry</span><span class="params">(<span name="x">x: <span class="extype" name="scala.Int">Int</span></span>, <span name="va">va: <span class="extype" name="scala.Float">Float</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector@addEntry(x:Int,va:Float):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector">ScoreCollector</a> → <a href="Collector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector">Collector</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector#addEntry" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addEntry(x:Int):Unit"></a>
+      <a id="addEntry(Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addEntry</span><span class="params">(<span name="x">x: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector@addEntry(x:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector">ScoreCollector</a> → <a href="Collector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector">Collector</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
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+        <span class="kind">def</span>
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+      <a id="wait():Unit"></a>
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+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/Utils.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/Utils.html
new file mode 100644
index 00000000000000..1c165d4af4ddec
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/Utils.html
@@ -0,0 +1,482 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Utils - com.johnsnowlabs.nlp.annotators.parser.typdep.util.Utils</title>
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+        <h1>Utils</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util">package util</a>
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+        <span class="kind">def</span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      <span class="symbol">
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+        <span class="kind">def</span>
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+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+        
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/package.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/package.html
new file mode 100644
index 00000000000000..d1aec71d7920b5
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/package.html
@@ -0,0 +1,237 @@
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+        <head>
+          <title>util - com.johnsnowlabs.nlp.annotators.parser.typdep.util</title>
+          <meta name="description" content="util - com.johnsnowlabs.nlp.annotators.parser.typdep.util" />
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+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Package" src="../../../../../../../lib/package_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a></p>
+        <h1>util</h1><span class="permalink">
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+      <span class="symbol">
+        <span class="name">util</span>
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+      </h4>
+      
+          <div id="comment" class="fullcommenttop"></div>
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+      </a>
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+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Utils" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="UtilsextendsObject"></a>
+      <a id="Utils:Utils"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="Utils.html"><span class="name">Utils</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.parser.typdep.util.package@UtilsextendsObject" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        
+
+        
+        </div>
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+        <div id="inheritedMembers">
+        
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
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+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
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+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/package.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/package.html
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+<!DOCTYPE html >
+<html>
+        <head>
+          <title>pos - com.johnsnowlabs.nlp.annotators.pos</title>
+          <meta name="description" content="pos - com.johnsnowlabs.nlp.annotators.pos" />
+          <meta name="keywords" content="pos com.johnsnowlabs.nlp.annotators.pos" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.pos.package';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Package" src="../../../../../lib/package_big.png" />
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1>pos</h1><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.package" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <span class="symbol">
+        <span class="name">pos</span>
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+      </h4>
+      
+          <div id="comment" class="fullcommenttop"></div>
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+
+      <div id="mbrsel">
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+        
+        
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.package@perceptron" title="Permalink" target="_top">
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+    </li></ol>
+            </div>
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+        <div id="inheritedMembers">
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+        
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+        <div id="groupedMembers">
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+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
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+      <div id="tooltip"></div>
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+      <div id="footer">  </div>
+
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/AveragedPerceptron.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/AveragedPerceptron.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/AveragedPerceptron.html
@@ -0,0 +1,561 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>AveragedPerceptron - com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron</title>
+          <meta name="description" content="AveragedPerceptron - com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron" />
+          <meta name="keywords" content="AveragedPerceptron com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos">pos</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron">perceptron</a></p>
+        <h1>AveragedPerceptron</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron">package perceptron</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AveragedPerceptron</span><span class="params">(<span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="taggedWordBook">taggedWordBook: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="featuresWeight">featuresWeight: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Double">Double</span>]]</span>)</span><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span> with <span class="extype" name="scala.Product">Product</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">tags</dt><dd class="cmt"><p>Holds all unique tags based on training</p></dd><dt class="param">taggedWordBook</dt><dd class="cmt"><p>Contains non ambiguous words and their tags</p></dd><dt class="param">featuresWeight</dt><dd class="cmt"><p>Contains prediction information based on context frequencies</p></dd></dl><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron"><span>AveragedPerceptron</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;(tags:Array[String],taggedWordBook:Map[String,String],featuresWeight:Map[String,Map[String,Double]]):com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron"></a>
+      <a id="&lt;init&gt;:AveragedPerceptron"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AveragedPerceptron</span><span class="params">(<span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="taggedWordBook">taggedWordBook: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="featuresWeight">featuresWeight: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Double">Double</span>]]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron@&lt;init&gt;(tags:Array[String],taggedWordBook:Map[String,String],featuresWeight:Map[String,Map[String,Double]]):com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">tags</dt><dd class="cmt"><p>Holds all unique tags based on training</p></dd><dt class="param">taggedWordBook</dt><dd class="cmt"><p>Contains non ambiguous words and their tags</p></dd><dt class="param">featuresWeight</dt><dd class="cmt"><p>Contains prediction information based on context frequencies</p></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron#featuresWeight" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="featuresWeight:Map[String,Map[String,Double]]"></a>
+      <a id="featuresWeight:Map[String,Map[String,Double]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">featuresWeight</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Double">Double</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron@featuresWeight:Map[String,Map[String,Double]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Contains prediction information based on context frequencies</p>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron#getTaggedBook" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getTaggedBook:Map[String,String]"></a>
+      <a id="getTaggedBook:Map[String,String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getTaggedBook</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron@getTaggedBook:Map[String,String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron#getWeights" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getWeights:Map[String,Map[String,Double]]"></a>
+      <a id="getWeights:Map[String,Map[String,Double]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getWeights</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Double">Double</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron@getWeights:Map[String,Map[String,Double]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron#predict" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="predict(features:Map[String,Int]):String"></a>
+      <a id="predict(Map[String,Int]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">predict</span><span class="params">(<span name="features">features: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Int">Int</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron@predict(features:Map[String,Int]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron#taggedWordBook" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="taggedWordBook:Map[String,String]"></a>
+      <a id="taggedWordBook:Map[String,String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">taggedWordBook</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron@taggedWordBook:Map[String,String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Contains non ambiguous words and their tags</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron#tags" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="tags:Array[String]"></a>
+      <a id="tags:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tags</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron@tags:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Holds all unique tags based on training</p>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
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+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[PerceptronApproachDistributed]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproach.html
new file mode 100644
index 00000000000000..9a3e627cded260
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproach.html
@@ -0,0 +1,1731 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PerceptronApproach - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach</title>
+          <meta name="description" content="PerceptronApproach - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach" />
+          <meta name="keywords" content="PerceptronApproach com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="PerceptronApproach$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos">pos</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron">perceptron</a></p>
+        <h1><a href="PerceptronApproach$.html" title="See companion object">PerceptronApproach</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="PerceptronApproach$.html" title="See companion object">object PerceptronApproach</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron">package perceptron</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PerceptronApproach</span><span class="result"> extends <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>] with <a href="PerceptronUtils.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronUtils">PerceptronUtils</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="PerceptronUtils.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronUtils">PerceptronUtils</a>, <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>], <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach"><span>PerceptronApproach</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronUtils"><span>PerceptronUtils</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorApproach"><span>AnnotatorApproach</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="org.apache.spark.ml.Estimator"><span>Estimator</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach"></a>
+      <a id="&lt;init&gt;:PerceptronApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PerceptronApproach</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach"></a>
+      <a id="&lt;init&gt;:PerceptronApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PerceptronApproach</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#beforeTraining" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="beforeTraining(SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="clear(Param[_]):PerceptronApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+      <a id="copy(ParamMap):Estimator[PerceptronModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator → PipelineStage → Params</dd></dl></div>
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+      <h4 class="signature">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach#description" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@description:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a> → <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
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+      <h4 class="signature">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_]):M"></a>
+      <a id="fit(Dataset[_]):PerceptronModel"></a>
+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@fit(dataset:org.apache.spark.sql.Dataset[_]):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]"></a>
+      <a id="fit(Dataset[_],Array[ParamMap]):Seq[PerceptronModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
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+      <a id="fit(Dataset[_],ParamMap):PerceptronModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
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+      <a id="fit(Dataset[_],ParamPair[_],ParamPair[_]*):PerceptronModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
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+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
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+      <h4 class="signature">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[PerceptronApproach.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@inputAnnotatorTypes:Array[PerceptronApproach.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a> → <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@logName:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach#nIterations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="nIterations:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">nIterations</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@nIterations:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#onTrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onTrained(PerceptronModel,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onTrained</span><span class="params">(<span name="model">model: <a href="PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:PerceptronApproach.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@outputAnnotatorType:PerceptronApproach.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a> → <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach#posCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="posCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="posCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">posCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@posCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):PerceptronApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):PerceptronApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):PerceptronApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):PerceptronApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):PerceptronApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):PerceptronApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):PerceptronApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach#setNIterations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setNIterations(value:Int):PerceptronApproach.this.type"></a>
+      <a id="setNIterations(Int):PerceptronApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setNIterations</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@setNIterations(value:Int):PerceptronApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):PerceptronApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach#setPosColumn" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setPosColumn(value:String):PerceptronApproach.this.type"></a>
+      <a id="setPosColumn(String):PerceptronApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setPosColumn</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@setPosColumn(value:String):PerceptronApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach#train" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel"></a>
+      <a id="train(Dataset[_],Option[PipelineModel]):PerceptronModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">train</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursivePipeline">recursivePipeline: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</span>)</span><span class="result">: <a href="PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Trains a model based on a provided CORPUS
+</p><div class="fullcomment"><div class="comment cmt"><p>Trains a model based on a provided CORPUS
+</p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>A trained averaged model</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a> → <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronUtils">
+              <h3>Inherited from <a href="PerceptronUtils.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronUtils">PerceptronUtils</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.AnnotatorApproach">
+              <h3>Inherited from <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Estimator">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[PerceptronApproachDistributed]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
+      </span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproachDistributed.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproachDistributed.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproachDistributed.html
@@ -0,0 +1,1782 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PerceptronApproachDistributed - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed</title>
+          <meta name="description" content="PerceptronApproachDistributed - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed" />
+          <meta name="keywords" content="PerceptronApproachDistributed com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="PerceptronApproachDistributed$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos">pos</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron">perceptron</a></p>
+        <h1><a href="PerceptronApproachDistributed$.html" title="See companion object">PerceptronApproachDistributed</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="PerceptronApproachDistributed$.html" title="See companion object">object PerceptronApproachDistributed</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron">package perceptron</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PerceptronApproachDistributed</span><span class="result"> extends <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>] with <a href="PerceptronUtils.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronUtils">PerceptronUtils</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="PerceptronUtils.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronUtils">PerceptronUtils</a>, <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>], <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed"><span>PerceptronApproachDistributed</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronUtils"><span>PerceptronUtils</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorApproach"><span>AnnotatorApproach</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="org.apache.spark.ml.Estimator"><span>Estimator</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PerceptronApproachDistributed</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">new</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#beforeTraining" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="beforeTraining(SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeTraining</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="clear(Param[_]):PerceptronApproachDistributed.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]"></a>
+      <a id="copy(ParamMap):Estimator[PerceptronModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator → PipelineStage → Params</dd></dl></div>
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+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed#corpus" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed#description" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="description:String"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@description:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a> → <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_]):M"></a>
+      <a id="fit(Dataset[_]):PerceptronModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <a href="PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@fit(dataset:org.apache.spark.sql.Dataset[_]):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]"></a>
+      <a id="fit(Dataset[_],Array[ParamMap]):Seq[PerceptronModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMaps">paramMaps: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
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+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="fit(Dataset[_],ParamMap):PerceptronModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
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+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M"></a>
+      <a id="fit(Dataset[_],ParamPair[_],ParamPair[_]*):PerceptronModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[PerceptronApproachDistributed.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@inputAnnotatorTypes:Array[PerceptronApproachDistributed.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a> → <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@logName:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed#nIterations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="nIterations:org.apache.spark.ml.param.IntParam"></a>
+      <a id="nIterations:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@nIterations:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#onTrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onTrained(PerceptronModel,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:PerceptronApproachDistributed.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@outputAnnotatorType:PerceptronApproachDistributed.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a> → <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed#posCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="posCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="posCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">posCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@posCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):PerceptronApproachDistributed.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):PerceptronApproachDistributed.this.type"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):PerceptronApproachDistributed.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed#setCorpus" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@setCorpus(path:String,delimiter:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):PerceptronApproachDistributed.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed#setCorpus" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setCorpus(value:com.johnsnowlabs.nlp.util.io.ExternalResource):PerceptronApproachDistributed.this.type"></a>
+      <a id="setCorpus(ExternalResource):PerceptronApproachDistributed.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setCorpus</span><span class="params">(<span name="value">value: <a href="../../../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@setCorpus(value:com.johnsnowlabs.nlp.util.io.ExternalResource):PerceptronApproachDistributed.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):PerceptronApproachDistributed.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):PerceptronApproachDistributed.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):PerceptronApproachDistributed.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):PerceptronApproachDistributed.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed#setNIterations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setNIterations(value:Int):PerceptronApproachDistributed.this.type"></a>
+      <a id="setNIterations(Int):PerceptronApproachDistributed.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setNIterations</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@setNIterations(value:Int):PerceptronApproachDistributed.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):PerceptronApproachDistributed.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed#setPosColumn" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setPosColumn(value:String):PerceptronApproachDistributed.this.type"></a>
+      <a id="setPosColumn(String):PerceptronApproachDistributed.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setPosColumn</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@setPosColumn(value:String):PerceptronApproachDistributed.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed#train" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel"></a>
+      <a id="train(Dataset[_],Option[PipelineModel]):PerceptronModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">train</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursivePipeline">recursivePipeline: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</span>)</span><span class="result">: <a href="PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Trains a model based on a provided CORPUS
+</p><div class="fullcomment"><div class="comment cmt"><p>Trains a model based on a provided CORPUS
+</p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>A trained averaged model</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a> → <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronUtils">
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+            </div><div class="parent" name="com.johnsnowlabs.nlp.AnnotatorApproach">
+              <h3>Inherited from <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
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+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
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+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
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+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
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+            </div><div class="parent" name="org.apache.spark.ml.Estimator">
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+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
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+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
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+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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+        
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+
+        <div id="groupedMembers">
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+              <h3>Ungrouped</h3>
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronModel$.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronModel$.html
@@ -0,0 +1,570 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PerceptronModel - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel</title>
+          <meta name="description" content="PerceptronModel - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" />
+          <meta name="keywords" content="PerceptronModel com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
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+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
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+         if(top === self) {
+            var url = '../../../../../../index.html';
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+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="PerceptronModel.html" title="See companion class"><img alt="Object/Class" src="../../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos">pos</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron">perceptron</a></p>
+        <h1><a href="PerceptronModel.html" title="See companion class">PerceptronModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="PerceptronModel.html" title="See companion class">class PerceptronModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron">package perceptron</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
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+      <span class="symbol">
+        <span class="name">PerceptronModel</span><span class="result"> extends <a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>] with <a href="PretrainedPerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PretrainedPerceptronModel">PretrainedPerceptronModel</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="PretrainedPerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PretrainedPerceptronModel">PretrainedPerceptronModel</a>, <a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((PerceptronModel,String,SparkSession)⇒Unit):Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel$@finalize():Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      <span class="modifier_kind">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):PerceptronModel"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
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+              
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
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+        <span class="kind">def</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PretrainedPerceptronModel#pretrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="PretrainedPerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PretrainedPerceptronModel">PretrainedPerceptronModel</a></dd></dl></div>
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+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[PerceptronModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PretrainedPerceptronModel">
+              <h3>Inherited from <a href="PretrainedPerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PretrainedPerceptronModel">PretrainedPerceptronModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronModel.html
new file mode 100644
index 00000000000000..65b6874cb00b84
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronModel.html
@@ -0,0 +1,2134 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PerceptronModel - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel</title>
+          <meta name="description" content="PerceptronModel - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" />
+          <meta name="keywords" content="PerceptronModel com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="PerceptronModel$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos">pos</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron">perceptron</a></p>
+        <h1><a href="PerceptronModel$.html" title="See companion object">PerceptronModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="PerceptronModel$.html" title="See companion object">object PerceptronModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron">package perceptron</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PerceptronModel</span><span class="result"> extends <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>] with <a href="PerceptronUtils.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronUtils">PerceptronUtils</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Part of speech tagger that might use different approaches</p></div><div class="toggleContainer block">
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+          <div class="superTypes hiddenContent"><a href="PerceptronUtils.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronUtils">PerceptronUtils</a>, <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>], <a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>], <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+        
+
+      <div id="mbrsel">
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+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
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+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel"><span>PerceptronModel</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronUtils"><span>PerceptronUtils</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="&lt;init&gt;:PerceptronModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel"></a>
+      <a id="&lt;init&gt;:PerceptronModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">new</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">uid</dt><dd class="cmt"><p>Internal constructor requirement for serialization of params</p></dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
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+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
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+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">One to one annotation standing from the Tokens perspective, to give each word a corresponding Tag</p><div class="fullcomment"><div class="comment cmt"><p>One to one annotation standing from the Tokens perspective, to give each word a corresponding Tag</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a> → <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):PerceptronModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):PerceptronModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../../../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+        </dd></dl></div>
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+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel#getModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getModel:com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron"></a>
+      <a id="getModel:AveragedPerceptron"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getModel</span><span class="result">: <a href="AveragedPerceptron.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron">AveragedPerceptron</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@getModel:com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[PerceptronModel.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@inputAnnotatorTypes:Array[PerceptronModel.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a> → <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@logName:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
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+      <h4 class="signature">
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:PerceptronModel.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@outputAnnotatorType:PerceptronModel.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a> → <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
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+      </span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[PerceptronModel]"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
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+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):PerceptronModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):PerceptronModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="set[T](SetFeature[T],Set[T]):PerceptronModel.this.type"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):PerceptronModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):PerceptronModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):PerceptronModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):PerceptronModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):PerceptronModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):PerceptronModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):PerceptronModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):PerceptronModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):PerceptronModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):PerceptronModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):PerceptronModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):PerceptronModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel#setModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setModel(targetModel:com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron):PerceptronModel.this.type"></a>
+      <a id="setModel(AveragedPerceptron):PerceptronModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setModel</span><span class="params">(<span name="targetModel">targetModel: <a href="AveragedPerceptron.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron">AveragedPerceptron</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@setModel(targetModel:com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron):PerceptronModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):PerceptronModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[PerceptronModel]):PerceptronModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel#tag" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="tag(tokenizedSentences:Array[com.johnsnowlabs.nlp.annotators.common.TokenizedSentence]):Array[com.johnsnowlabs.nlp.annotators.common.TaggedSentence]"></a>
+      <a id="tag(Array[TokenizedSentence]):Array[TaggedSentence]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tag</span><span class="params">(<span name="tokenizedSentences">tokenizedSentences: <span class="extype" name="scala.Array">Array</span>[<a href="../../common/TokenizedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TokenizedSentence">TokenizedSentence</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="../../common/TaggedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence">TaggedSentence</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@tag(tokenizedSentences:Array[com.johnsnowlabs.nlp.annotators.common.TokenizedSentence]):Array[com.johnsnowlabs.nlp.annotators.common.TaggedSentence]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Tags a group of sentences into POS tagged sentences
+The logic here is to create a sentence context, run through every word and evaluate its context
+Based on how frequent a context appears around a word, such context is given a score which is used to predict
+Some words are marked as non ambiguous from the beginning</p><div class="fullcomment"><div class="comment cmt"><p>Tags a group of sentences into POS tagged sentences
+The logic here is to create a sentence context, run through every word and evaluate its context
+Based on how frequent a context appears around a word, such context is given a score which is used to predict
+Some words are marked as non ambiguous from the beginning</p></div><dl class="paramcmts block"><dt class="param">tokenizedSentences</dt><dd class="cmt"><p>Sentence in the form of single word tokens</p></dd><dt>returns</dt><dd class="cmt"><p>A list of sentences which have every word tagged</p></dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Internal constructor requirement for serialization of params</p><div class="fullcomment"><div class="comment cmt"><p>Internal constructor requirement for serialization of params</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronUtils">
+              <h3>Inherited from <a href="PerceptronUtils.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronUtils">PerceptronUtils</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronUtils.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronUtils.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronUtils.html
@@ -0,0 +1,485 @@
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+<html>
+        <head>
+          <title>PerceptronUtils - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronUtils</title>
+          <meta name="description" content="PerceptronUtils - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronUtils" />
+          <meta name="keywords" content="PerceptronUtils com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronUtils" />
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+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos">pos</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron">perceptron</a></p>
+        <h1>PerceptronUtils</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron">package perceptron</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PretrainedPerceptronModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PretrainedPerceptronModel.html
new file mode 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PretrainedPerceptronModel.html
@@ -0,0 +1,502 @@
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+        <span class="kind">def</span>
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+      <a id="wait():Unit"></a>
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+    </span>)</span>
+              
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+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/StringMapStringDoubleAccumulator.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/StringMapStringDoubleAccumulator.html
new file mode 100644
index 00000000000000..550b5903609838
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/StringMapStringDoubleAccumulator.html
@@ -0,0 +1,712 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>StringMapStringDoubleAccumulator - com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator</title>
+          <meta name="description" content="StringMapStringDoubleAccumulator - com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator" />
+          <meta name="keywords" content="StringMapStringDoubleAccumulator com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
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+         if(top === self) {
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+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos">pos</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron">perceptron</a></p>
+        <h1>StringMapStringDoubleAccumulator</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron">package perceptron</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">StringMapStringDoubleAccumulator</span><span class="result"> extends <span class="extype" name="org.apache.spark.util.AccumulatorV2">AccumulatorV2</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Double">Double</span>]), <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Double">Double</span>]]]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="org.apache.spark.util.AccumulatorV2">AccumulatorV2</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Double">Double</span>]), <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Double">Double</span>]]], <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
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+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator"><span>StringMapStringDoubleAccumulator</span></li><li class="in" name="org.apache.spark.util.AccumulatorV2"><span>AccumulatorV2</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(defaultMap:scala.collection.mutable.Map[String,scala.collection.mutable.Map[String,Double]]):com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator"></a>
+      <a id="&lt;init&gt;:StringMapStringDoubleAccumulator"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">StringMapStringDoubleAccumulator</span><span class="params">(<span name="defaultMap">defaultMap: <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Double">Double</span>]] = <span class="defval" name="MMap.empty[String, MMap[String, Double]]">...</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator@&lt;init&gt;(defaultMap:scala.collection.mutable.Map[String,scala.collection.mutable.Map[String,Double]]):com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator#add" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="add(v:(String,scala.collection.mutable.Map[String,Double])):Unit"></a>
+      <a id="add((String,Map[String,Double])):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">add</span><span class="params">(<span name="v">v: (<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Double">Double</span>])</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator@add(v:(String,scala.collection.mutable.Map[String,Double])):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator">StringMapStringDoubleAccumulator</a> → AccumulatorV2</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator#addMany" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="addMany(other:scala.collection.mutable.Map[String,scala.collection.mutable.Map[String,Double]]):Unit"></a>
+      <a id="addMany(Map[String,Map[String,Double]]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addMany</span><span class="params">(<span name="other">other: <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Double">Double</span>]]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator@addMany(other:scala.collection.mutable.Map[String,scala.collection.mutable.Map[String,Double]]):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy():org.apache.spark.util.AccumulatorV2[(String,scala.collection.mutable.Map[String,Double]),Map[String,Map[String,Double]]]"></a>
+      <a id="copy():AccumulatorV2[(String,Map[String,Double]),Map[String,Map[String,Double]]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.util.AccumulatorV2">AccumulatorV2</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Double">Double</span>]), <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Double">Double</span>]]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator@copy():org.apache.spark.util.AccumulatorV2[(String,scala.collection.mutable.Map[String,Double]),Map[String,Map[String,Double]]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator">StringMapStringDoubleAccumulator</a> → AccumulatorV2</dd></dl></div>
+    </li><li name="org.apache.spark.util.AccumulatorV2#copyAndReset" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyAndReset():org.apache.spark.util.AccumulatorV2[IN,OUT]"></a>
+      <a id="copyAndReset():AccumulatorV2[(String,Map[String,Double]),Map[String,Map[String,Double]]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator@copyAndReset():org.apache.spark.util.AccumulatorV2[IN,OUT]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AccumulatorV2</dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.util.AccumulatorV2#id" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="id:Long"></a>
+      <a id="id:Long"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator@id:Long" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AccumulatorV2</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.util.AccumulatorV2#isRegistered" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isRegistered:Boolean"></a>
+      <a id="isRegistered:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isRegistered</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator@isRegistered:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AccumulatorV2</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator#isZero" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isZero:Boolean"></a>
+      <a id="isZero:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isZero</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator@isZero:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator">StringMapStringDoubleAccumulator</a> → AccumulatorV2</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator#merge" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="merge(other:org.apache.spark.util.AccumulatorV2[(String,scala.collection.mutable.Map[String,Double]),Map[String,Map[String,Double]]]):Unit"></a>
+      <a id="merge(AccumulatorV2[(String,Map[String,Double]),Map[String,Map[String,Double]]]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator">StringMapStringDoubleAccumulator</a> → AccumulatorV2</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AccumulatorV2 → AnyRef → Any</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator">StringMapStringDoubleAccumulator</a> → AccumulatorV2</dd></dl></div>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.StringMapStringDoubleAccumulator@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>AccumulatorV2</dd></dl></div>
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+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
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+        <div id="groupedMembers">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/TrainingPerceptronLegacy.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/TrainingPerceptronLegacy.html
new file mode 100644
index 00000000000000..f725cc2f8e63f2
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/TrainingPerceptronLegacy.html
@@ -0,0 +1,560 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TrainingPerceptronLegacy - com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy</title>
+          <meta name="description" content="TrainingPerceptronLegacy - com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy" />
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+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos">pos</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron">perceptron</a></p>
+        <h1>TrainingPerceptronLegacy</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron">package perceptron</a>
+          </div></span></h3><span class="permalink">
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+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TrainingPerceptronLegacy</span><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(tags:Array[String],taggedWordBook:Map[String,String],featuresWeight:scala.collection.mutable.Map[String,scala.collection.mutable.Map[String,Double]],lastIteration:Int):com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy"></a>
+      <a id="&lt;init&gt;:TrainingPerceptronLegacy"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy@&lt;init&gt;(tags:Array[String],taggedWordBook:Map[String,String],featuresWeight:scala.collection.mutable.Map[String,scala.collection.mutable.Map[String,Double]],lastIteration:Int):com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy#getWeights" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getWeights:Map[String,Map[String,Double]]"></a>
+      <a id="getWeights:Map[String,Map[String,Double]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getWeights</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Double">Double</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy@getWeights:Map[String,Map[String,Double]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy#predict" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="predict(features:Map[String,Int]):String"></a>
+      <a id="predict(Map[String,Int]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">predict</span><span class="params">(<span name="features">features: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Int">Int</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy@predict(features:Map[String,Int]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy#update" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="update(truth:String,guess:String,features:Map[String,Int]):Unit"></a>
+      <a id="update(String,String,Map[String,Int]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">update</span><span class="params">(<span name="truth">truth: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="guess">guess: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="features">features: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Int">Int</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy@update(truth:String,guess:String,features:Map[String,Int]):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">This is model learning tweaking during training, in-place
+Uses mutable collections since this runs per word, not per iteration
+Hence, performance is needed, without risk as long as this is a
+non parallel training running outside spark</p>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy@wait():Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+        
+
+        
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/TupleKeyLongDoubleMapAccumulator.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/TupleKeyLongDoubleMapAccumulator.html
new file mode 100644
index 00000000000000..9315a4336601a0
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/TupleKeyLongDoubleMapAccumulator.html
@@ -0,0 +1,729 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TupleKeyLongDoubleMapAccumulator - com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator</title>
+          <meta name="description" content="TupleKeyLongDoubleMapAccumulator - com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator" />
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+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos">pos</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron">perceptron</a></p>
+        <h1>TupleKeyLongDoubleMapAccumulator</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron">package perceptron</a>
+          </div></span></h3><span class="permalink">
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TupleKeyLongDoubleMapAccumulator</span><span class="result"> extends <span class="extype" name="org.apache.spark.util.AccumulatorV2">AccumulatorV2</span>[((<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>), (<span class="extype" name="scala.Long">Long</span>, <span class="extype" name="scala.Double">Double</span>)), <span class="extype" name="scala.Predef.Map">Map</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>), (<span class="extype" name="scala.Long">Long</span>, <span class="extype" name="scala.Double">Double</span>)]]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="org.apache.spark.util.AccumulatorV2">AccumulatorV2</span>[((<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>), (<span class="extype" name="scala.Long">Long</span>, <span class="extype" name="scala.Double">Double</span>)), <span class="extype" name="scala.Predef.Map">Map</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>), (<span class="extype" name="scala.Long">Long</span>, <span class="extype" name="scala.Double">Double</span>)]], <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
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+                <ol id="linearization">
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+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="&lt;init&gt;:TupleKeyLongDoubleMapAccumulator"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
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+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="modifier">final </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@##():Int" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@==(x$1:Any):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator#add" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="add(v:((String,String),(Long,Double))):Unit"></a>
+      <a id="add(((String,String),(Long,Double))):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">add</span><span class="params">(<span name="v">v: ((<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>), (<span class="extype" name="scala.Long">Long</span>, <span class="extype" name="scala.Double">Double</span>))</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@add(v:((String,String),(Long,Double))):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator">TupleKeyLongDoubleMapAccumulator</a> → AccumulatorV2</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@asInstanceOf[T0]:T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+      <a id="copy():org.apache.spark.util.AccumulatorV2[((String,String),(Long,Double)),Map[(String,String),(Long,Double)]]"></a>
+      <a id="copy():AccumulatorV2[((String,String),(Long,Double)),Map[(String,String),(Long,Double)]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">copy</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.util.AccumulatorV2">AccumulatorV2</span>[((<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>), (<span class="extype" name="scala.Long">Long</span>, <span class="extype" name="scala.Double">Double</span>)), <span class="extype" name="scala.Predef.Map">Map</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>), (<span class="extype" name="scala.Long">Long</span>, <span class="extype" name="scala.Double">Double</span>)]]</span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator">TupleKeyLongDoubleMapAccumulator</a> → AccumulatorV2</dd></dl></div>
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+      <a id="copyAndReset():org.apache.spark.util.AccumulatorV2[IN,OUT]"></a>
+      <a id="copyAndReset():AccumulatorV2[((String,String),(Long,Double)),Map[(String,String),(Long,Double)]]"></a>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@copyAndReset():org.apache.spark.util.AccumulatorV2[IN,OUT]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AccumulatorV2</dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+        </dd></dl></div>
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+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
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+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.util.AccumulatorV2#id" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="id:Long"></a>
+      <a id="id:Long"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@id:Long" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AccumulatorV2</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.util.AccumulatorV2#isRegistered" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isRegistered:Boolean"></a>
+      <a id="isRegistered:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">isRegistered</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@isRegistered:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AccumulatorV2</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator#isZero" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isZero:Boolean"></a>
+      <a id="isZero:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isZero</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@isZero:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator">TupleKeyLongDoubleMapAccumulator</a> → AccumulatorV2</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator#merge" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="merge(other:org.apache.spark.util.AccumulatorV2[((String,String),(Long,Double)),Map[(String,String),(Long,Double)]]):Unit"></a>
+      <a id="merge(AccumulatorV2[((String,String),(Long,Double)),Map[(String,String),(Long,Double)]]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">merge</span><span class="params">(<span name="other">other: <span class="extype" name="org.apache.spark.util.AccumulatorV2">AccumulatorV2</span>[((<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>), (<span class="extype" name="scala.Long">Long</span>, <span class="extype" name="scala.Double">Double</span>)), <span class="extype" name="scala.Predef.Map">Map</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>), (<span class="extype" name="scala.Long">Long</span>, <span class="extype" name="scala.Double">Double</span>)]]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@merge(other:org.apache.spark.util.AccumulatorV2[((String,String),(Long,Double)),Map[(String,String),(Long,Double)]]):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator">TupleKeyLongDoubleMapAccumulator</a> → AccumulatorV2</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator#mmap" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="mmap:scala.collection.mutable.Map[(String,String),(Long,Double)]"></a>
+      <a id="mmap:Map[(String,String),(Long,Double)]"></a>
+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@mmap:scala.collection.mutable.Map[(String,String),(Long,Double)]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.util.AccumulatorV2#name" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@name:Option[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AccumulatorV2</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator#reset" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="reset():Unit"></a>
+      <a id="reset():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">reset</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@reset():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator">TupleKeyLongDoubleMapAccumulator</a> → AccumulatorV2</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.util.AccumulatorV2#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AccumulatorV2 → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator#updateMany" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="updateMany(other:scala.collection.mutable.Map[(String,String),(Long,Double)]):Unit"></a>
+      <a id="updateMany(Map[(String,String),(Long,Double)]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>AccumulatorV2</dd></dl></div>
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+
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+      <div id="footer">  </div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/package.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/package.html
new file mode 100644
index 00000000000000..1af284e68091c9
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/package.html
@@ -0,0 +1,308 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>perceptron - com.johnsnowlabs.nlp.annotators.pos.perceptron</title>
+          <meta name="description" content="perceptron - com.johnsnowlabs.nlp.annotators.pos.perceptron" />
+          <meta name="keywords" content="perceptron com.johnsnowlabs.nlp.annotators.pos.perceptron" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
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+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Package" src="../../../../../../lib/package_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos">pos</a></p>
+        <h1>perceptron</h1><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.package" title="Permalink" target="_top">
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+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
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+        
+        
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="AveragedPerceptron:AveragedPerceptron"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">tags</dt><dd class="cmt"><p>Holds all unique tags based on training</p></dd><dt class="param">taggedWordBook</dt><dd class="cmt"><p>Contains non ambiguous words and their tags</p></dd><dt class="param">featuresWeight</dt><dd class="cmt"><p>Contains prediction information based on context frequencies</p></dd></dl></div>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.package@PerceptronApproachDistributedextendsAnnotatorApproach[com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel]withPerceptronUtils" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
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+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="PerceptronModelextendsAnnotatorModel[com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel]withPerceptronUtils"></a>
+      <a id="PerceptronModel:PerceptronModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.pos.perceptron.package@PerceptronModelextendsAnnotatorModel[com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel]withPerceptronUtils" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <p class="shortcomment cmt">Part of speech tagger that might use different approaches</p>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PretrainedPerceptronModel" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sbd/SentenceDetectorParams.html b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/SentenceDetectorParams.html
new file mode 100644
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@@ -0,0 +1,1176 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SentenceDetectorParams - com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams</title>
+          <meta name="description" content="SentenceDetectorParams - com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams" />
+          <meta name="keywords" content="SentenceDetectorParams com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd">sbd</a></p>
+        <h1>SentenceDetectorParams</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd">package sbd</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SentenceDetectorParams</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="deep/DeepSentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>, <a href="pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+              <span class="filtertype">Ordering</span>
+              <ol>
+                
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+                <li class="inherit out"><span>By Inheritance</span></li>
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+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams"><span>SentenceDetectorParams</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+        <div id="allMembers">
+        
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+        <div id="values" class="values members">
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Concrete Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):SentenceDetectorParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a>.this.type</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
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+      <h4 class="signature">
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
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+        <span class="modifier">final </span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#explodeSentences" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="explodeSentences:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="explodeSentences:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@explodeSentences:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#getCustomBounds" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@getCustomBounds:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#getExplodeSentences" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getExplodeSentences:Boolean"></a>
+      <a id="getExplodeSentences:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@getExplodeSentences:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#getMaxLength" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getMaxLength:Int"></a>
+      <a id="getMaxLength:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@getMaxLength:Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
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+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@getUseAbbreviations:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#getUseCustomBoundsOnly" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="getUseCustomBoundsOnly:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@getUseCustomBoundsOnly:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#maxLength" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="maxLength:org.apache.spark.ml.param.IntParam"></a>
+      <a id="maxLength:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxLength</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@maxLength:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):SentenceDetectorParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):SentenceDetectorParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):SentenceDetectorParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#setCustomBounds" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setCustomBounds(value:Array[String]):SentenceDetectorParams.this.type"></a>
+      <a id="setCustomBounds(Array[String]):SentenceDetectorParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setCustomBounds</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@setCustomBounds(value:Array[String]):SentenceDetectorParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):SentenceDetectorParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):SentenceDetectorParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#setExplodeSentences" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setExplodeSentences(value:Boolean):SentenceDetectorParams.this.type"></a>
+      <a id="setExplodeSentences(Boolean):SentenceDetectorParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@truncateSentence(sentence:String,maxLength:Int):Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#useAbbrevations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@useAbbrevations:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
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+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#useCustomBoundsOnly" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="useCustomBoundsOnly:BooleanParam"></a>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@useCustomBoundsOnly:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+            </div><div class="parent" name="scala.Any">
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+        <div id="groupedMembers">
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+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sbd/deep/DeepSentenceDetector$.html b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/deep/DeepSentenceDetector$.html
new file mode 100644
index 00000000000000..1300e593fa5ef5
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/deep/DeepSentenceDetector$.html
@@ -0,0 +1,532 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DeepSentenceDetector - com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector</title>
+          <meta name="description" content="DeepSentenceDetector - com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector" />
+          <meta name="keywords" content="DeepSentenceDetector com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="DeepSentenceDetector.html" title="See companion class"><img alt="Object/Class" src="../../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd">sbd</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep">deep</a></p>
+        <h1><a href="DeepSentenceDetector.html" title="See companion class">DeepSentenceDetector</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="DeepSentenceDetector.html" title="See companion class">class DeepSentenceDetector</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep">package deep</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
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+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DeepSentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="DeepSentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
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+            <span class="filtertype"></span>
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+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
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+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
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+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="!=(Any):Boolean"></a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):DeepSentenceDetector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="DeepSentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[DeepSentenceDetector]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="DeepSentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DeepSentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="DeepSentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sbd/deep/DeepSentenceDetector.html b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/deep/DeepSentenceDetector.html
new file mode 100644
index 00000000000000..a84ae1c79e7cf6
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/deep/DeepSentenceDetector.html
@@ -0,0 +1,2606 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DeepSentenceDetector - com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector</title>
+          <meta name="description" content="DeepSentenceDetector - com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector" />
+          <meta name="keywords" content="DeepSentenceDetector com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="DeepSentenceDetector$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd">sbd</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep">deep</a></p>
+        <h1><a href="DeepSentenceDetector$.html" title="See companion object">DeepSentenceDetector</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="DeepSentenceDetector$.html" title="See companion object">object DeepSentenceDetector</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep">package deep</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DeepSentenceDetector</span><span class="result"> extends <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>] with <a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a>, <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>], <a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>], <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector"><span>DeepSentenceDetector</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams"><span>SentenceDetectorParams</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector"></a>
+      <a id="&lt;init&gt;:DeepSentenceDetector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DeepSentenceDetector</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector"></a>
+      <a id="&lt;init&gt;:DeepSentenceDetector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DeepSentenceDetector</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a> → <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a document and annotations and produces new annotations of this annotator's annotation type
+</p><div class="fullcomment"><div class="comment cmt"><p>takes a document and annotations and produces new annotations of this annotator's annotation type
+</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a> → <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):DeepSentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):DeepSentenceDetector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#customBounds" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="customBounds:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="customBounds:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">customBounds</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@customBounds:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector#deepSentenceDetector" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="deepSentenceDetector(originalText:String,unpunctuatedSentences:Seq[com.johnsnowlabs.nlp.Annotation],nerEntities:Seq[Seq[com.johnsnowlabs.nlp.Annotation]]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="deepSentenceDetector(String,Seq[Annotation],Seq[Seq[Annotation]]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deepSentenceDetector</span><span class="params">(<span name="originalText">originalText: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="unpunctuatedSentences">unpunctuatedSentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>, <span name="nerEntities">nerEntities: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@deepSentenceDetector(originalText:String,unpunctuatedSentences:Seq[com.johnsnowlabs.nlp.Annotation],nerEntities:Seq[Seq[com.johnsnowlabs.nlp.Annotation]]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector#deepSentenceDetector" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="deepSentenceDetector(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="deepSentenceDetector(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deepSentenceDetector</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@deepSentenceDetector(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../../../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector#endPunctuation" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="endPunctuation:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="endPunctuation:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">endPunctuation</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@endPunctuation:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#explodeSentences" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explodeSentences:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="explodeSentences:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explodeSentences</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@explodeSentences:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../../../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#getCustomBounds" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getCustomBounds:Array[String]"></a>
+      <a id="getCustomBounds:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getCustomBounds</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@getCustomBounds:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector#getDeepSegmentedSentences" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getDeepSegmentedSentences(annotations:Seq[com.johnsnowlabs.nlp.Annotation],originalText:String,unpunctuatedSentences:Seq[com.johnsnowlabs.nlp.Annotation],pragmaticSegmentedSentences:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="getDeepSegmentedSentences(Seq[Annotation],String,Seq[Annotation],Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDeepSegmentedSentences</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>, <span name="originalText">originalText: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="unpunctuatedSentences">unpunctuatedSentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>, <span name="pragmaticSegmentedSentences">pragmaticSegmentedSentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@getDeepSegmentedSentences(annotations:Seq[com.johnsnowlabs.nlp.Annotation],originalText:String,unpunctuatedSentences:Seq[com.johnsnowlabs.nlp.Annotation],pragmaticSegmentedSentences:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector#getDocument" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getDocument(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="getDocument(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDocument</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@getDocument(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#getExplodeSentences" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getExplodeSentences:Boolean"></a>
+      <a id="getExplodeSentences:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getExplodeSentences</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@getExplodeSentences:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#getMaxLength" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getMaxLength:Int"></a>
+      <a id="getMaxLength:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getMaxLength</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@getMaxLength:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector#getNerEntities" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getNerEntities(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="getNerEntities(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getNerEntities</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@getNerEntities(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector#getUnpunctuatedSentences" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getUnpunctuatedSentences(pragmaticSegmentedSentences:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="getUnpunctuatedSentences(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getUnpunctuatedSentences</span><span class="params">(<span name="pragmaticSegmentedSentences">pragmaticSegmentedSentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@getUnpunctuatedSentences(pragmaticSegmentedSentences:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#getUseAbbreviations" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getUseAbbreviations:Boolean"></a>
+      <a id="getUseAbbreviations:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getUseAbbreviations</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@getUseAbbreviations:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#getUseCustomBoundsOnly" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getUseCustomBoundsOnly:Boolean"></a>
+      <a id="getUseCustomBoundsOnly:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getUseCustomBoundsOnly</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@getUseCustomBoundsOnly:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector#includesPragmaticSegmenter" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="includesPragmaticSegmenter:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="includesPragmaticSegmenter:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">includesPragmaticSegmenter</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@includesPragmaticSegmenter:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[DeepSentenceDetector.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@inputAnnotatorTypes:Array[DeepSentenceDetector.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a> → <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@logName:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#maxLength" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="maxLength:org.apache.spark.ml.param.IntParam"></a>
+      <a id="maxLength:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxLength</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@maxLength:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector#mergeSentenceDetectors" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="mergeSentenceDetectors(pragmaticSegmentedSentences:Seq[com.johnsnowlabs.nlp.Annotation],deepSegmentedSentences:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="mergeSentenceDetectors(Seq[Annotation],Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">mergeSentenceDetectors</span><span class="params">(<span name="pragmaticSegmentedSentences">pragmaticSegmentedSentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>, <span name="deepSegmentedSentences">deepSegmentedSentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@mergeSentenceDetectors(pragmaticSegmentedSentences:Seq[com.johnsnowlabs.nlp.Annotation],deepSegmentedSentences:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:DeepSentenceDetector.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@outputAnnotatorType:DeepSentenceDetector.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a> → <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[DeepSentenceDetector]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector#retrieveSentence" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="retrieveSentence(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):String"></a>
+      <a id="retrieveSentence(Seq[Annotation]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">retrieveSentence</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@retrieveSentence(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector#retrieveValidNerEntities" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="retrieveValidNerEntities(annotations:Seq[com.johnsnowlabs.nlp.Annotation],unpunctuatedSentences:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[Seq[com.johnsnowlabs.nlp.Annotation]]"></a>
+      <a id="retrieveValidNerEntities(Seq[Annotation],Seq[Annotation]):Seq[Seq[Annotation]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">retrieveValidNerEntities</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>, <span name="unpunctuatedSentences">unpunctuatedSentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@retrieveValidNerEntities(annotations:Seq[com.johnsnowlabs.nlp.Annotation],unpunctuatedSentences:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[Seq[com.johnsnowlabs.nlp.Annotation]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector#segmentSentence" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="segmentSentence(nerEntities:Seq[com.johnsnowlabs.nlp.Annotation],originalText:String,currentSentence:com.johnsnowlabs.nlp.Annotation):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="segmentSentence(Seq[Annotation],String,Annotation):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">segmentSentence</span><span class="params">(<span name="nerEntities">nerEntities: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>, <span name="originalText">originalText: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="currentSentence">currentSentence: <a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a></span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@segmentSentence(nerEntities:Seq[com.johnsnowlabs.nlp.Annotation],originalText:String,currentSentence:com.johnsnowlabs.nlp.Annotation):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="modifier_kind">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):DeepSentenceDetector.this.type"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):DeepSentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#setCustomBounds" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@setCustomBounds(value:Array[String]):SentenceDetectorParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </span>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):DeepSentenceDetector.this.type"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):DeepSentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):DeepSentenceDetector.this.type"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):DeepSentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):DeepSentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector#setEndPunctuation" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setEndPunctuation(value:Array[String]):DeepSentenceDetector.this.type"></a>
+      <a id="setEndPunctuation(Array[String]):DeepSentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setEndPunctuation</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@setEndPunctuation(value:Array[String]):DeepSentenceDetector.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#setExplodeSentences" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setExplodeSentences(value:Boolean):SentenceDetectorParams.this.type"></a>
+      <a id="setExplodeSentences(Boolean):DeepSentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setExplodeSentences</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@setExplodeSentences(value:Boolean):SentenceDetectorParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector#setIncludePragmaticSegmenter" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setIncludePragmaticSegmenter(value:Boolean):DeepSentenceDetector.this.type"></a>
+      <a id="setIncludePragmaticSegmenter(Boolean):DeepSentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setIncludePragmaticSegmenter</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@setIncludePragmaticSegmenter(value:Boolean):DeepSentenceDetector.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):DeepSentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):DeepSentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#setMaxLength" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setMaxLength(value:Int):SentenceDetectorParams.this.type"></a>
+      <a id="setMaxLength(Int):DeepSentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMaxLength</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@setMaxLength(value:Int):SentenceDetectorParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):DeepSentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[DeepSentenceDetector]):DeepSentenceDetector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#setUseAbbreviations" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setUseAbbreviations(value:Boolean):SentenceDetectorParams.this.type"></a>
+      <a id="setUseAbbreviations(Boolean):DeepSentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setUseAbbreviations</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@setUseAbbreviations(value:Boolean):SentenceDetectorParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#setUseCustomBoundsOnly" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setUseCustomBoundsOnly(value:Boolean):SentenceDetectorParams.this.type"></a>
+      <a id="setUseCustomBoundsOnly(Boolean):DeepSentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setUseCustomBoundsOnly</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@setUseCustomBoundsOnly(value:Boolean):SentenceDetectorParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#truncateSentence" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="truncateSentence(sentence:String,maxLength:Int):Array[String]"></a>
+      <a id="truncateSentence(String,Int):Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">truncateSentence</span><span class="params">(<span name="sentence">sentence: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="maxLength">maxLength: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@truncateSentence(sentence:String,maxLength:Int):Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#useAbbrevations" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="useAbbrevations:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="useAbbrevations:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">useAbbrevations</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@useAbbrevations:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#useCustomBoundsOnly" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="useCustomBoundsOnly:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="useCustomBoundsOnly:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">useCustomBoundsOnly</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@useCustomBoundsOnly:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">
+              <h3>Inherited from <a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
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+          <meta name="keywords" content="deep com.johnsnowlabs.nlp.annotators.sbd.deep" />
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+<html>
+        <head>
+          <title>sbd - com.johnsnowlabs.nlp.annotators.sbd</title>
+          <meta name="description" content="sbd - com.johnsnowlabs.nlp.annotators.sbd" />
+          <meta name="keywords" content="sbd com.johnsnowlabs.nlp.annotators.sbd" />
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+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
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+   	  </script>
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+        <body class="value">
+      <div id="definition">
+        <img alt="Package" src="../../../../../lib/package_big.png" />
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
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+      <h4 id="signature" class="signature">
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+
+      <div id="template">
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.package@SentenceDetectorParamsextendsParams" title="Permalink" target="_top">
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+            </div>
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+        <div id="values" class="values members">
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+
+      <div id="footer">  </div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/CustomPragmaticMethod.html b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/CustomPragmaticMethod.html
new file mode 100644
index 00000000000000..74bab34e4fc481
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/CustomPragmaticMethod.html
@@ -0,0 +1,528 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>CustomPragmaticMethod - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.CustomPragmaticMethod</title>
+          <meta name="description" content="CustomPragmaticMethod - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.CustomPragmaticMethod" />
+          <meta name="keywords" content="CustomPragmaticMethod com.johnsnowlabs.nlp.annotators.sbd.pragmatic.CustomPragmaticMethod" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
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+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
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+         if(top === self) {
+            var url = '../../../../../../index.html';
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+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd">sbd</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">pragmatic</a></p>
+        <h1>CustomPragmaticMethod</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">package pragmatic</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.CustomPragmaticMethod" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">CustomPragmaticMethod</span><span class="result"> extends <a href="PragmaticMethod.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod">PragmaticMethod</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Inspired on Kevin Dias, Ruby implementation: https://github.com/diasks2/pragmatic_segmenter
+This approach extracts sentence bounds by first formatting the data with <a href="RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a> and then extracting bounds
+with a strong RegexBased rule application
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+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
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+                <li class="inherit out"><span>By Inheritance</span></li>
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+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
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+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
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+      <span class="modifier_kind">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.CustomPragmaticMethod@&lt;init&gt;(customBounds:Array[String]):com.johnsnowlabs.nlp.annotators.sbd.pragmatic.CustomPragmaticMethod" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
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+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+              
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+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
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+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.CustomPragmaticMethod#extractBounds" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="kind">def</span>
+      </span>
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+      </span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.CustomPragmaticMethod@extractBounds(content:String):Array[com.johnsnowlabs.nlp.annotators.common.Sentence]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.CustomPragmaticMethod">CustomPragmaticMethod</a> → <a href="PragmaticMethod.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod">PragmaticMethod</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.CustomPragmaticMethod@hashCode():Int" title="Permalink" target="_top">
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
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+      </span>
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.CustomPragmaticMethod@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+              
+        </dd></dl></div>
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+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+              
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+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
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+        <div id="inheritedMembers">
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+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod">
+              <h3>Inherited from <a href="PragmaticMethod.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod">PragmaticMethod</a></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/DefaultPragmaticMethod.html b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/DefaultPragmaticMethod.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/DefaultPragmaticMethod.html
@@ -0,0 +1,531 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DefaultPragmaticMethod - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod</title>
+          <meta name="description" content="DefaultPragmaticMethod - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod" />
+          <meta name="keywords" content="DefaultPragmaticMethod com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      
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+         if(top === self) {
+            var url = '../../../../../../index.html';
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+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd">sbd</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">pragmatic</a></p>
+        <h1>DefaultPragmaticMethod</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">package pragmatic</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DefaultPragmaticMethod</span><span class="result"> extends <a href="PragmaticMethod.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod">PragmaticMethod</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="PragmaticMethod.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod">PragmaticMethod</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod"><span>DefaultPragmaticMethod</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod"><span>PragmaticMethod</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(useAbbreviations:Boolean):com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod"></a>
+      <a id="&lt;init&gt;:DefaultPragmaticMethod"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DefaultPragmaticMethod</span><span class="params">(<span name="useAbbreviations">useAbbreviations: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod@&lt;init&gt;(useAbbreviations:Boolean):com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod#extractBounds" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractBounds(content:String):Array[com.johnsnowlabs.nlp.annotators.common.Sentence]"></a>
+      <a id="extractBounds(String):Array[Sentence]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractBounds</span><span class="params">(<span name="content">content: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="../../common/Sentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Sentence">Sentence</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod@extractBounds(content:String):Array[com.johnsnowlabs.nlp.annotators.common.Sentence]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">this is a hardcoded order of operations
+considered to go from those most specific non-ambiguous cases
+down to those that are more general and can easily be ambiguous
+</p><div class="fullcomment"><div class="comment cmt"><p>this is a hardcoded order of operations
+considered to go from those most specific non-ambiguous cases
+down to those that are more general and can easily be ambiguous
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod">DefaultPragmaticMethod</a> → <a href="PragmaticMethod.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod">PragmaticMethod</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+      <a id="notify():Unit"></a>
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
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+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
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+        <span class="kind">def</span>
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+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
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+    </li></ol>
+            </div>
+
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+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
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+              <h3>Inherited from <a href="PragmaticMethod.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod">PragmaticMethod</a></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/MixedPragmaticMethod.html b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/MixedPragmaticMethod.html
new file mode 100644
index 00000000000000..c077885e421d16
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/MixedPragmaticMethod.html
@@ -0,0 +1,548 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>MixedPragmaticMethod - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod</title>
+          <meta name="description" content="MixedPragmaticMethod - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod" />
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+            window.location.href = url + '#' + hash + anchor_opt;
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+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd">sbd</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">pragmatic</a></p>
+        <h1>MixedPragmaticMethod</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">package pragmatic</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">MixedPragmaticMethod</span><span class="result"> extends <a href="PragmaticMethod.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod">PragmaticMethod</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="PragmaticMethod.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod">PragmaticMethod</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+              <ol>
+                
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+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod"><span>MixedPragmaticMethod</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod"><span>PragmaticMethod</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+        <div id="allMembers">
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+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(useAbbreviations:Boolean,customBounds:Array[String]):com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod"></a>
+      <a id="&lt;init&gt;:MixedPragmaticMethod"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">MixedPragmaticMethod</span><span class="params">(<span name="useAbbreviations">useAbbreviations: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="customBounds">customBounds: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span>
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+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod#customBoundsFactory" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="customBoundsFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory"></a>
+      <a id="customBoundsFactory:RuleFactory"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">customBoundsFactory</span><span class="result">: <a href="../../../util/regex/RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod@customBoundsFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod#extractBounds" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractBounds(content:String):Array[com.johnsnowlabs.nlp.annotators.common.Sentence]"></a>
+      <a id="extractBounds(String):Array[Sentence]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractBounds</span><span class="params">(<span name="content">content: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="../../common/Sentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Sentence">Sentence</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod@extractBounds(content:String):Array[com.johnsnowlabs.nlp.annotators.common.Sentence]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">this is a hardcoded order of operations
+considered to go from those most specific non-ambiguous cases
+down to those that are more general and can easily be ambiguous
+</p><div class="fullcomment"><div class="comment cmt"><p>this is a hardcoded order of operations
+considered to go from those most specific non-ambiguous cases
+down to those that are more general and can easily be ambiguous
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod">MixedPragmaticMethod</a> → <a href="PragmaticMethod.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod">PragmaticMethod</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod">
+              <h3>Inherited from <a href="PragmaticMethod.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod">PragmaticMethod</a></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticContentFormatter$.html b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticContentFormatter$.html
new file mode 100644
index 00000000000000..d66fac8fd73ffb
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticContentFormatter$.html
@@ -0,0 +1,756 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PragmaticContentFormatter - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter</title>
+          <meta name="description" content="PragmaticContentFormatter - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter" />
+          <meta name="keywords" content="PragmaticContentFormatter com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="PragmaticContentFormatter.html" title="See companion class"><img alt="Object/Class" src="../../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd">sbd</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">pragmatic</a></p>
+        <h1><a href="PragmaticContentFormatter.html" title="See companion class">PragmaticContentFormatter</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="PragmaticContentFormatter.html" title="See companion class">class PragmaticContentFormatter</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">package pragmatic</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PragmaticContentFormatter</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
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+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#FormatEllipsisRulesFactory" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="FormatEllipsisRulesFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory"></a>
+      <a id="FormatEllipsisRulesFactory:RuleFactory"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">FormatEllipsisRulesFactory</span><span class="result">: <a href="../../../util/regex/RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@FormatEllipsisRulesFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#abbr" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="abbr:String"></a>
+      <a id="abbr:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">abbr</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@abbr:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#dictAbbrFactory" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="dictAbbrFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory"></a>
+      <a id="dictAbbrFactory:RuleFactory"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dictAbbrFactory</span><span class="result">: <a href="../../../util/regex/RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@dictAbbrFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
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+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#formatBasicBreakersFactory" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="formatBasicBreakersFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory"></a>
+      <a id="formatBasicBreakersFactory:RuleFactory"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formatBasicBreakersFactory</span><span class="result">: <a href="../../../util/regex/RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@formatBasicBreakersFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#formatBetweenPunctuationsFactory" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="formatBetweenPunctuationsFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory"></a>
+      <a id="formatBetweenPunctuationsFactory:RuleFactory"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formatBetweenPunctuationsFactory</span><span class="result">: <a href="../../../util/regex/RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@formatBetweenPunctuationsFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#formatExclamationPointFactory" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="formatExclamationPointFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory"></a>
+      <a id="formatExclamationPointFactory:RuleFactory"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formatExclamationPointFactory</span><span class="result">: <a href="../../../util/regex/RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@formatExclamationPointFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#formatGeoLocationsFactory" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="formatGeoLocationsFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory"></a>
+      <a id="formatGeoLocationsFactory:RuleFactory"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formatGeoLocationsFactory</span><span class="result">: <a href="../../../util/regex/RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@formatGeoLocationsFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#formatListsFactory" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="formatListsFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory"></a>
+      <a id="formatListsFactory:RuleFactory"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formatListsFactory</span><span class="result">: <a href="../../../util/regex/RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@formatListsFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#formatMultiplePeriodsFactory" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="formatMultiplePeriodsFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory"></a>
+      <a id="formatMultiplePeriodsFactory:RuleFactory"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formatMultiplePeriodsFactory</span><span class="result">: <a href="../../../util/regex/RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@formatMultiplePeriodsFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#formatNumbersFactory" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="formatNumbersFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory"></a>
+      <a id="formatNumbersFactory:RuleFactory"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formatNumbersFactory</span><span class="result">: <a href="../../../util/regex/RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@formatNumbersFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#formatPunctuationsFactory" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="formatPunctuationsFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory"></a>
+      <a id="formatPunctuationsFactory:RuleFactory"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formatPunctuationsFactory</span><span class="result">: <a href="../../../util/regex/RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@formatPunctuationsFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#formatQuotationMarkInQuotationFactory" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="formatQuotationMarkInQuotationFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory"></a>
+      <a id="formatQuotationMarkInQuotationFactory:RuleFactory"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formatQuotationMarkInQuotationFactory</span><span class="result">: <a href="../../../util/regex/RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@formatQuotationMarkInQuotationFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#nubb" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="nubb:String"></a>
+      <a id="nubb:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">nubb</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@nubb:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#pabb" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="pabb:String"></a>
+      <a id="pabb:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pabb</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@pabb:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#specialAbbrFactory" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="specialAbbrFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory"></a>
+      <a id="specialAbbrFactory:RuleFactory"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">specialAbbrFactory</span><span class="result">: <a href="../../../util/regex/RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@specialAbbrFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#stdAbbrFactory" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="stdAbbrFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory"></a>
+      <a id="stdAbbrFactory:RuleFactory"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">stdAbbrFactory</span><span class="result">: <a href="../../../util/regex/RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@stdAbbrFactory:com.johnsnowlabs.nlp.util.regex.RuleFactory" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticContentFormatter.html b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticContentFormatter.html
new file mode 100644
index 00000000000000..21c2b1e5bf38db
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticContentFormatter.html
@@ -0,0 +1,746 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PragmaticContentFormatter - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter</title>
+          <meta name="description" content="PragmaticContentFormatter - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter" />
+          <meta name="keywords" content="PragmaticContentFormatter com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="PragmaticContentFormatter$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd">sbd</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">pragmatic</a></p>
+        <h1><a href="PragmaticContentFormatter$.html" title="See companion object">PragmaticContentFormatter</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="PragmaticContentFormatter$.html" title="See companion object">object PragmaticContentFormatter</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">package pragmatic</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PragmaticContentFormatter</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>rule-based formatter that adds regex rules to different marking steps
+Symbols protect from ambiguous bounds to be considered splitters</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter"><span>PragmaticContentFormatter</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;(text:String):com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter"></a>
+      <a id="&lt;init&gt;:PragmaticContentFormatter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PragmaticContentFormatter</span><span class="params">(<span name="text">text: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@&lt;init&gt;(text:String):com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">text</dt><dd class="cmt"><p>text to tag, which is modified in place with Symbols</p></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#finish" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="finish:String"></a>
+      <a id="finish:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finish</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@finish:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">ToDo: NOT DOING replace_parens IN LISTS</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#formatAbbreviations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="formatAbbreviations(useDictAbbreviations:Boolean):PragmaticContentFormatter.this.type"></a>
+      <a id="formatAbbreviations(Boolean):PragmaticContentFormatter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formatAbbreviations</span><span class="params">(<span name="useDictAbbreviations">useDictAbbreviations: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter">PragmaticContentFormatter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@formatAbbreviations(useDictAbbreviations:Boolean):PragmaticContentFormatter.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Find abbreviations in non sentence breaks
+regex should match escape character
+replace with non separation symbol</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#formatBasicBreakers" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="formatBasicBreakers:PragmaticContentFormatter.this.type"></a>
+      <a id="formatBasicBreakers:PragmaticContentFormatter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formatBasicBreakers</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter">PragmaticContentFormatter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@formatBasicBreakers:PragmaticContentFormatter.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#formatBetweenPunctuations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="formatBetweenPunctuations:PragmaticContentFormatter.this.type"></a>
+      <a id="formatBetweenPunctuations:PragmaticContentFormatter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formatBetweenPunctuations</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter">PragmaticContentFormatter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@formatBetweenPunctuations:PragmaticContentFormatter.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Find punctuation rules NON-BREAKING characters
+regex should match entire wrapped sentence
+protect entire sentence</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#formatCustomBounds" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="formatCustomBounds(factory:com.johnsnowlabs.nlp.util.regex.RuleFactory):PragmaticContentFormatter.this.type"></a>
+      <a id="formatCustomBounds(RuleFactory):PragmaticContentFormatter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formatCustomBounds</span><span class="params">(<span name="factory">factory: <a href="../../../util/regex/RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter">PragmaticContentFormatter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@formatCustomBounds(factory:com.johnsnowlabs.nlp.util.regex.RuleFactory):PragmaticContentFormatter.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Arbitrarely mark bounds with user provided characters</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#formatEllipsisRules" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="formatEllipsisRules:PragmaticContentFormatter.this.type"></a>
+      <a id="formatEllipsisRules:PragmaticContentFormatter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formatEllipsisRules</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter">PragmaticContentFormatter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@formatEllipsisRules:PragmaticContentFormatter.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Find ellipsis BREAKING characters WITH REPLACEMENT
+regex should match the ellipsis
+replace with non breaking symbol</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#formatExclamationPoint" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="formatExclamationPoint:PragmaticContentFormatter.this.type"></a>
+      <a id="formatExclamationPoint:PragmaticContentFormatter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formatExclamationPoint</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter">PragmaticContentFormatter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@formatExclamationPoint:PragmaticContentFormatter.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Specific cases for exclamation marks
+regex should match exclamation mark
+replace with symbol</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#formatGeoLocations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="formatGeoLocations:PragmaticContentFormatter.this.type"></a>
+      <a id="formatGeoLocations:PragmaticContentFormatter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formatGeoLocations</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter">PragmaticContentFormatter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@formatGeoLocations:PragmaticContentFormatter.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Find specific coordinates non-breaking characters
+regex should match non breaking symbol
+replace with non breaking symbol</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#formatLists" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="formatLists:PragmaticContentFormatter.this.type"></a>
+      <a id="formatLists:PragmaticContentFormatter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formatLists</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter">PragmaticContentFormatter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@formatLists:PragmaticContentFormatter.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Find simple lists
+regex should match entire enumeration
+prepend separation symbol</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#formatMultiplePeriods" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="formatMultiplePeriods:PragmaticContentFormatter.this.type"></a>
+      <a id="formatMultiplePeriods:PragmaticContentFormatter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formatMultiplePeriods</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter">PragmaticContentFormatter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@formatMultiplePeriods:PragmaticContentFormatter.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Find sentence multiple non-breaking character
+regex should match group 2 as symbol
+replace with symbol</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#formatNumbers" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="formatNumbers:PragmaticContentFormatter.this.type"></a>
+      <a id="formatNumbers:PragmaticContentFormatter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formatNumbers</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter">PragmaticContentFormatter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@formatNumbers:PragmaticContentFormatter.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Find numbers in non sentence breaks
+regex should match escape character
+replace with non separation symbol</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#formatPunctuations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="formatPunctuations:PragmaticContentFormatter.this.type"></a>
+      <a id="formatPunctuations:PragmaticContentFormatter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formatPunctuations</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter">PragmaticContentFormatter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@formatPunctuations:PragmaticContentFormatter.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Find sentence breaking symbols
+regex should match entire symbol
+append end breaking symbol</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter#formatQuotationMarkInQuotation" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="formatQuotationMarkInQuotation:PragmaticContentFormatter.this.type"></a>
+      <a id="formatQuotationMarkInQuotation:PragmaticContentFormatter.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formatQuotationMarkInQuotation</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter">PragmaticContentFormatter</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@formatQuotationMarkInQuotation:PragmaticContentFormatter.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Specific case for question mark in quotes
+regex should match question mark
+replace with symbol</p>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@hashCode():Int" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@notify():Unit" title="Permalink" target="_top">
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@toString():String" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+              
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+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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+        
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+
+        <div id="groupedMembers">
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+              <h3>Ungrouped</h3>
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+      <div id="footer">  </div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticDictionaries$.html b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticDictionaries$.html
new file mode 100644
index 00000000000000..943da2e233b6c8
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticDictionaries$.html
@@ -0,0 +1,585 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PragmaticDictionaries - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries</title>
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+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd">sbd</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">pragmatic</a></p>
+        <h1>PragmaticDictionaries</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">package pragmatic</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PragmaticDictionaries</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>This is a dictionary that contains common english abbreviations that should be considered sentence bounds
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries"><span>PragmaticDictionaries</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
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+            </ol>
+          </div>
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+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries#ABBREVIATIONS" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ABBREVIATIONS:Seq[String]"></a>
+      <a id="ABBREVIATIONS:Seq[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ABBREVIATIONS</span><span class="result">: <span class="extype" name="scala.collection.Seq">Seq</span>[<span class="extype" name="java.lang.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries$@ABBREVIATIONS:Seq[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries#ABBREVIATIONS_LONG" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ABBREVIATIONS_LONG:Seq[String]"></a>
+      <a id="ABBREVIATIONS_LONG:Seq[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ABBREVIATIONS_LONG</span><span class="result">: <span class="extype" name="scala.collection.Seq">Seq</span>[<span class="extype" name="java.lang.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries$@ABBREVIATIONS_LONG:Seq[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries#NUMBER_ABBREVIATIONS" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="NUMBER_ABBREVIATIONS:Seq[String]"></a>
+      <a id="NUMBER_ABBREVIATIONS:Seq[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NUMBER_ABBREVIATIONS</span><span class="result">: <span class="extype" name="scala.collection.Seq">Seq</span>[<span class="extype" name="java.lang.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries$@NUMBER_ABBREVIATIONS:Seq[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries#NUMBER_ABBREVIATIONS_LONG" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NUMBER_ABBREVIATIONS_LONG</span><span class="result">: <span class="extype" name="scala.collection.Seq">Seq</span>[<span class="extype" name="java.lang.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries$@NUMBER_ABBREVIATIONS_LONG:Seq[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries#PREPOSITIVE_ABBREVIATIONS" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="PREPOSITIVE_ABBREVIATIONS:Seq[String]"></a>
+      <a id="PREPOSITIVE_ABBREVIATIONS:Seq[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PREPOSITIVE_ABBREVIATIONS</span><span class="result">: <span class="extype" name="scala.collection.Seq">Seq</span>[<span class="extype" name="java.lang.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries$@PREPOSITIVE_ABBREVIATIONS:Seq[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries#PREPOSITIVE_ABBREVIATIONS_LONG" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="PREPOSITIVE_ABBREVIATIONS_LONG:Seq[String]"></a>
+      <a id="PREPOSITIVE_ABBREVIATIONS_LONG:Seq[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PREPOSITIVE_ABBREVIATIONS_LONG</span><span class="result">: <span class="extype" name="scala.collection.Seq">Seq</span>[<span class="extype" name="java.lang.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries$@PREPOSITIVE_ABBREVIATIONS_LONG:Seq[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
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+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticMethod.html b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticMethod.html
new file mode 100644
index 00000000000000..c1d2f0c9e1bf6e
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticMethod.html
@@ -0,0 +1,506 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PragmaticMethod - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod</title>
+          <meta name="description" content="PragmaticMethod - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod" />
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+    
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+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd">sbd</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">pragmatic</a></p>
+        <h1>PragmaticMethod</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">package pragmatic</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod" title="Permalink" target="_top">
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PragmaticMethod</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Created by Saif Addin on 5/5/2017.
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="CustomPragmaticMethod.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.CustomPragmaticMethod">CustomPragmaticMethod</a>, <a href="DefaultPragmaticMethod.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod">DefaultPragmaticMethod</a>, <a href="MixedPragmaticMethod.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod">MixedPragmaticMethod</a></div>
+          </div></div>
+        
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+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
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+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
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+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod"><span>PragmaticMethod</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractBounds</span><span class="params">(<span name="content">content: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="../../common/Sentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Sentence">Sentence</a>]</span>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
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+            </div>
+
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+              <h3>Concrete Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod@equals(x$1:Any):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod@getClass():Class[_]" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod@hashCode():Int" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod@notify():Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod@notifyAll():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod@wait():Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticSentenceExtractor.html b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticSentenceExtractor.html
new file mode 100644
index 00000000000000..490116c5442fda
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticSentenceExtractor.html
@@ -0,0 +1,524 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PragmaticSentenceExtractor - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor</title>
+          <meta name="description" content="PragmaticSentenceExtractor - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor" />
+          <meta name="keywords" content="PragmaticSentenceExtractor com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd">sbd</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">pragmatic</a></p>
+        <h1>PragmaticSentenceExtractor</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">package pragmatic</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PragmaticSentenceExtractor</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Reads through symbolized data, and computes the bounds based on regex rules following symbol meaning
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor"><span>PragmaticSentenceExtractor</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;(text:String,sourceText:String):com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor"></a>
+      <a id="&lt;init&gt;:PragmaticSentenceExtractor"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PragmaticSentenceExtractor</span><span class="params">(<span name="text">text: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="sourceText">sourceText: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor@&lt;init&gt;(text:String,sourceText:String):com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">text</dt><dd class="cmt"><p>symbolized text</p></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor#pull" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pull:Array[com.johnsnowlabs.nlp.annotators.common.Sentence]"></a>
+      <a id="pull:Array[Sentence]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pull</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="../../common/Sentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Sentence">Sentence</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor@pull:Array[com.johnsnowlabs.nlp.annotators.common.Sentence]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">1.</p><div class="fullcomment"><div class="comment cmt"><p>1. Splits the text by boundary symbol that are not within a protection marker
+2. replaces all ignore marker symbols with nothing
+3. Clean all sentences that ended up being empty between boundaries
+4. Puts back all replacement symbols with their original meaning
+5. Collects sentence information</p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>final sentence structure</p></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticSymbols$.html b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticSymbols$.html
new file mode 100644
index 00000000000000..ccb58fb5256cfb
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticSymbols$.html
@@ -0,0 +1,831 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PragmaticSymbols - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols</title>
+          <meta name="description" content="PragmaticSymbols - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols" />
+          <meta name="keywords" content="PragmaticSymbols com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd">sbd</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">pragmatic</a></p>
+        <h1>PragmaticSymbols</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">package pragmatic</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PragmaticSymbols</span><span class="result"> extends <a href="RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Extends RuleSymbols with specific symbols used for the pragmatic approach. Right now, the only one.
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols"><span>PragmaticSymbols</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols"><span>RuleSymbols</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols#ABBREVIATOR" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ABBREVIATOR:String"></a>
+      <a id="ABBREVIATOR:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ABBREVIATOR</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@ABBREVIATOR:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Non separation dots for abbreviations
+looks up -&gt; .</p><div class="fullcomment"><div class="comment cmt"><p>Non separation dots for abbreviations
+looks up -&gt; .
+alt 198
+</p></div></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#BREAK_INDICATOR" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="BREAK_INDICATOR:String"></a>
+      <a id="BREAK_INDICATOR:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">BREAK_INDICATOR</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@BREAK_INDICATOR:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Separation symbols for list items and numbers
+
+</p><div class="fullcomment"><div class="comment cmt"><p>Separation symbols for list items and numbers
+
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#COMMA" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="COMMA:String"></a>
+      <a id="COMMA:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">COMMA</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@COMMA:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">looks up ,
+</p><div class="fullcomment"><div class="comment cmt"><p>looks up ,
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#DOT" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="DOT:String"></a>
+      <a id="DOT:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DOT</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@DOT:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">looks up .</p><div class="fullcomment"><div class="comment cmt"><p>looks up .
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols#ELLIPSIS_INDICATOR" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ELLIPSIS_INDICATOR:String"></a>
+      <a id="ELLIPSIS_INDICATOR:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ELLIPSIS_INDICATOR</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@ELLIPSIS_INDICATOR:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Ellipsis breaker
+looks up -&gt; &quot;...&quot;
+alt 203
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#EXCLAMATION" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="EXCLAMATION:String"></a>
+      <a id="EXCLAMATION:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">EXCLAMATION</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@EXCLAMATION:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">looks up !
+</p><div class="fullcomment"><div class="comment cmt"><p>looks up !
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols#EXCLAMATION_INDICATOR" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="EXCLAMATION_INDICATOR:String"></a>
+      <a id="EXCLAMATION_INDICATOR:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">EXCLAMATION_INDICATOR</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@EXCLAMATION_INDICATOR:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Exclamation mark in rules
+alt 210
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols#MULT_PERIOD" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="MULT_PERIOD:String"></a>
+      <a id="MULT_PERIOD:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">MULT_PERIOD</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@MULT_PERIOD:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Period container non breaker
+looks up -&gt; .</p><div class="fullcomment"><div class="comment cmt"><p>Period container non breaker
+looks up -&gt; .
+alt 201
+</p></div></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols#NUM_INDICATOR" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="NUM_INDICATOR:String"></a>
+      <a id="NUM_INDICATOR:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NUM_INDICATOR</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@NUM_INDICATOR:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Non separation dots for numbers
+looks up -&gt; .</p><div class="fullcomment"><div class="comment cmt"><p>Non separation dots for numbers
+looks up -&gt; .
+alt 199
+</p></div></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#PROTECTION_MARKER_CLOSE" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="PROTECTION_MARKER_CLOSE:String"></a>
+      <a id="PROTECTION_MARKER_CLOSE:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PROTECTION_MARKER_CLOSE</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@PROTECTION_MARKER_CLOSE:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#PROTECTION_MARKER_OPEN" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="PROTECTION_MARKER_OPEN:String"></a>
+      <a id="PROTECTION_MARKER_OPEN:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PROTECTION_MARKER_OPEN</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@PROTECTION_MARKER_OPEN:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Between punctuations marker
+</p><div class="fullcomment"><div class="comment cmt"><p>Between punctuations marker
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols#PUNCT_INDICATOR" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="PUNCT_INDICATOR:String"></a>
+      <a id="PUNCT_INDICATOR:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PUNCT_INDICATOR</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@PUNCT_INDICATOR:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Punctuation line breaker
+alt 200
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#QUESTION" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="QUESTION:String"></a>
+      <a id="QUESTION:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">QUESTION</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@QUESTION:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">looks up ?
+</p><div class="fullcomment"><div class="comment cmt"><p>looks up ?
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols#QUESTION_IN_QUOTE" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="QUESTION_IN_QUOTE:String"></a>
+      <a id="QUESTION_IN_QUOTE:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">QUESTION_IN_QUOTE</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@QUESTION_IN_QUOTE:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Question in quotes
+alt 209
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#SEMICOLON" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="SEMICOLON:String"></a>
+      <a id="SEMICOLON:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SEMICOLON</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@SEMICOLON:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">looks up ;
+</p><div class="fullcomment"><div class="comment cmt"><p>looks up ;
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols#SPECIAL_PERIOD" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SPECIAL_PERIOD:String"></a>
+      <a id="SPECIAL_PERIOD:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SPECIAL_PERIOD</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@SPECIAL_PERIOD:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Special non breaking symbol
+alt 202
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#UNPROTECTED_BREAK_INDICATOR" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="UNPROTECTED_BREAK_INDICATOR:String"></a>
+      <a id="UNPROTECTED_BREAK_INDICATOR:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">UNPROTECTED_BREAK_INDICATOR</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@UNPROTECTED_BREAK_INDICATOR:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Magic regex ensures no breaking within protection
+</p><div class="fullcomment"><div class="comment cmt"><p>Magic regex ensures no breaking within protection
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols#symbolRecovery" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="symbolRecovery:Map[String,String]"></a>
+      <a id="symbolRecovery:Map[String,String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">symbolRecovery</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@symbolRecovery:Map[String,String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols">PragmaticSymbols</a> → <a href="RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">
+              <h3>Inherited from <a href="RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/RuleSymbols.html b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/RuleSymbols.html
new file mode 100644
index 00000000000000..b6032c36814b0f
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/RuleSymbols.html
@@ -0,0 +1,664 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>RuleSymbols - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols</title>
+          <meta name="description" content="RuleSymbols - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols" />
+          <meta name="keywords" content="RuleSymbols com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd">sbd</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">pragmatic</a></p>
+        <h1>RuleSymbols</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">package pragmatic</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RuleSymbols</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Base Symbols that may be extended later on. For now kept in the pragmatic scope.
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="PragmaticSymbols$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols">PragmaticSymbols</a>, <a href="../../../util/regex/RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols"><span>RuleSymbols</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#BREAK_INDICATOR" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="BREAK_INDICATOR:String"></a>
+      <a id="BREAK_INDICATOR:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">BREAK_INDICATOR</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@BREAK_INDICATOR:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Separation symbols for list items and numbers
+
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#COMMA" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="COMMA:String"></a>
+      <a id="COMMA:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">COMMA</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@COMMA:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">looks up ,
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#DOT" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="DOT:String"></a>
+      <a id="DOT:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DOT</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@DOT:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">looks up .</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#EXCLAMATION" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="EXCLAMATION:String"></a>
+      <a id="EXCLAMATION:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">EXCLAMATION</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@EXCLAMATION:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">looks up !
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#PROTECTION_MARKER_CLOSE" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="PROTECTION_MARKER_CLOSE:String"></a>
+      <a id="PROTECTION_MARKER_CLOSE:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PROTECTION_MARKER_CLOSE</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@PROTECTION_MARKER_CLOSE:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#PROTECTION_MARKER_OPEN" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="PROTECTION_MARKER_OPEN:String"></a>
+      <a id="PROTECTION_MARKER_OPEN:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PROTECTION_MARKER_OPEN</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@PROTECTION_MARKER_OPEN:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Between punctuations marker
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#QUESTION" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="QUESTION:String"></a>
+      <a id="QUESTION:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">QUESTION</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@QUESTION:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">looks up ?
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#SEMICOLON" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SEMICOLON:String"></a>
+      <a id="SEMICOLON:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SEMICOLON</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@SEMICOLON:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">looks up ;
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#UNPROTECTED_BREAK_INDICATOR" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="UNPROTECTED_BREAK_INDICATOR:String"></a>
+      <a id="UNPROTECTED_BREAK_INDICATOR:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">UNPROTECTED_BREAK_INDICATOR</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@UNPROTECTED_BREAK_INDICATOR:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Magic regex ensures no breaking within protection
+</p>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#symbolRecovery" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="symbolRecovery:Map[String,String]"></a>
+      <a id="symbolRecovery:Map[String,String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">symbolRecovery</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@symbolRecovery:Map[String,String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/SentenceDetector$.html b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/SentenceDetector$.html
new file mode 100644
index 00000000000000..e68b483b07385d
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/SentenceDetector$.html
@@ -0,0 +1,532 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SentenceDetector - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector</title>
+          <meta name="description" content="SentenceDetector - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector" />
+          <meta name="keywords" content="SentenceDetector com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="SentenceDetector.html" title="See companion class"><img alt="Object/Class" src="../../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd">sbd</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">pragmatic</a></p>
+        <h1><a href="SentenceDetector.html" title="See companion class">SentenceDetector</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="SentenceDetector.html" title="See companion class">class SentenceDetector</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">package pragmatic</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SentenceDetector</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector"><span>SentenceDetector</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):SentenceDetector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[SentenceDetector]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/SentenceDetector.html b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/SentenceDetector.html
new file mode 100644
index 00000000000000..0f4a0e3bf9ab5d
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/SentenceDetector.html
@@ -0,0 +1,2366 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SentenceDetector - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector</title>
+          <meta name="description" content="SentenceDetector - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector" />
+          <meta name="keywords" content="SentenceDetector com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="SentenceDetector$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd">sbd</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">pragmatic</a></p>
+        <h1><a href="SentenceDetector$.html" title="See companion object">SentenceDetector</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="SentenceDetector$.html" title="See companion object">object SentenceDetector</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic">package pragmatic</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SentenceDetector</span><span class="result"> extends <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>] with <a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Annotator that detects sentence boundaries using any provided approach</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a>, <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>], <a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>], <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector"><span>SentenceDetector</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams"><span>SentenceDetectorParams</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector"></a>
+      <a id="&lt;init&gt;:SentenceDetector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SentenceDetector</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector"></a>
+      <a id="&lt;init&gt;:SentenceDetector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SentenceDetector</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">uid</dt><dd class="cmt"><p>internal constructor requirement for serialization of params</p></dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a> → <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Uses the model interface to prepare the context and extract the boundaries</p><div class="fullcomment"><div class="comment cmt"><p>Uses the model interface to prepare the context and extract the boundaries</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>One to many annotation relationship depending on how many sentences there are in the document</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a> → <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector#beforeAnnotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a> → <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):SentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):SentenceDetector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#customBounds" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="customBounds:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="customBounds:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">customBounds</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@customBounds:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../../../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#explodeSentences" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explodeSentences:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="explodeSentences:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explodeSentences</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@explodeSentences:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../../../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#getCustomBounds" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getCustomBounds:Array[String]"></a>
+      <a id="getCustomBounds:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getCustomBounds</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@getCustomBounds:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#getExplodeSentences" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getExplodeSentences:Boolean"></a>
+      <a id="getExplodeSentences:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getExplodeSentences</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@getExplodeSentences:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#getMaxLength" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getMaxLength:Int"></a>
+      <a id="getMaxLength:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getMaxLength</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@getMaxLength:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#getUseAbbreviations" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getUseAbbreviations:Boolean"></a>
+      <a id="getUseAbbreviations:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getUseAbbreviations</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@getUseAbbreviations:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#getUseCustomBoundsOnly" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getUseCustomBoundsOnly:Boolean"></a>
+      <a id="getUseCustomBoundsOnly:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getUseCustomBoundsOnly</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@getUseCustomBoundsOnly:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[SentenceDetector.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@inputAnnotatorTypes:Array[SentenceDetector.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a> → <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
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+        <span class="kind">def</span>
+      </span>
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+      </h4><span class="permalink">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
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+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@logName:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+        <span class="kind">val</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@maxLength:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector#model" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:SentenceDetector.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@outputAnnotatorType:SentenceDetector.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a> → <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[SentenceDetector]"></a>
+      <h4 class="signature">
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+        <span class="kind">var</span>
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+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):SentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):SentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):SentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):SentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):SentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):SentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):SentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#setCustomBounds" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setCustomBounds(value:Array[String]):SentenceDetectorParams.this.type"></a>
+      <a id="setCustomBounds(Array[String]):SentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setCustomBounds</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@setCustomBounds(value:Array[String]):SentenceDetectorParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):SentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):SentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):SentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):SentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):SentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):SentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#setExplodeSentences" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setExplodeSentences(value:Boolean):SentenceDetectorParams.this.type"></a>
+      <a id="setExplodeSentences(Boolean):SentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setExplodeSentences</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@setExplodeSentences(value:Boolean):SentenceDetectorParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):SentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):SentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#setMaxLength" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setMaxLength(value:Int):SentenceDetectorParams.this.type"></a>
+      <a id="setMaxLength(Int):SentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMaxLength</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@setMaxLength(value:Int):SentenceDetectorParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):SentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[SentenceDetector]):SentenceDetector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#setUseAbbreviations" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setUseAbbreviations(value:Boolean):SentenceDetectorParams.this.type"></a>
+      <a id="setUseAbbreviations(Boolean):SentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setUseAbbreviations</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@setUseAbbreviations(value:Boolean):SentenceDetectorParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#setUseCustomBoundsOnly" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setUseCustomBoundsOnly(value:Boolean):SentenceDetectorParams.this.type"></a>
+      <a id="setUseCustomBoundsOnly(Boolean):SentenceDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setUseCustomBoundsOnly</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@setUseCustomBoundsOnly(value:Boolean):SentenceDetectorParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector#tag" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="tag(document:String):Array[com.johnsnowlabs.nlp.annotators.common.Sentence]"></a>
+      <a id="tag(String):Array[Sentence]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tag</span><span class="params">(<span name="document">document: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="../../common/Sentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Sentence">Sentence</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@tag(document:String):Array[com.johnsnowlabs.nlp.annotators.common.Sentence]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#truncateSentence" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="truncateSentence(sentence:String,maxLength:Int):Array[String]"></a>
+      <a id="truncateSentence(String,Int):Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">truncateSentence</span><span class="params">(<span name="sentence">sentence: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="maxLength">maxLength: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@truncateSentence(sentence:String,maxLength:Int):Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">internal constructor requirement for serialization of params</p><div class="fullcomment"><div class="comment cmt"><p>internal constructor requirement for serialization of params</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#useAbbrevations" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="useAbbrevations:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="useAbbrevations:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">useAbbrevations</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@useAbbrevations:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams#useCustomBoundsOnly" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="useCustomBoundsOnly:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="useCustomBoundsOnly:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">useCustomBoundsOnly</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@useCustomBoundsOnly:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">
+              <h3>Inherited from <a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/package.html
@@ -0,0 +1,317 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>pragmatic - com.johnsnowlabs.nlp.annotators.sbd.pragmatic</title>
+          <meta name="description" content="pragmatic - com.johnsnowlabs.nlp.annotators.sbd.pragmatic" />
+          <meta name="keywords" content="pragmatic com.johnsnowlabs.nlp.annotators.sbd.pragmatic" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.sbd.pragmatic.package';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Package" src="../../../../../../lib/package_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd">sbd</a></p>
+        <h1>pragmatic</h1><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.package" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pragmatic</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        
+        
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.CustomPragmaticMethod" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="CustomPragmaticMethodextendsPragmaticMethodwithSerializable"></a>
+      <a id="CustomPragmaticMethod:CustomPragmaticMethod"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="CustomPragmaticMethod.html"><span class="name">CustomPragmaticMethod</span></a><span class="result"> extends <a href="PragmaticMethod.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod">PragmaticMethod</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.package@CustomPragmaticMethodextendsPragmaticMethodwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Inspired on Kevin Dias, Ruby implementation: https://github.com/diasks2/pragmatic_segmenter
+This approach extracts sentence bounds by first formatting the data with <a href="RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a> and then extracting bounds
+with a strong RegexBased rule application
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="DefaultPragmaticMethodextendsPragmaticMethodwithSerializable"></a>
+      <a id="DefaultPragmaticMethod:DefaultPragmaticMethod"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="DefaultPragmaticMethod.html"><span class="name">DefaultPragmaticMethod</span></a><span class="result"> extends <a href="PragmaticMethod.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod">PragmaticMethod</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.package@DefaultPragmaticMethodextendsPragmaticMethodwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="MixedPragmaticMethodextendsPragmaticMethodwithSerializable"></a>
+      <a id="MixedPragmaticMethod:MixedPragmaticMethod"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="MixedPragmaticMethod.html"><span class="name">MixedPragmaticMethod</span></a><span class="result"> extends <a href="PragmaticMethod.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod">PragmaticMethod</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.package@MixedPragmaticMethodextendsPragmaticMethodwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="PragmaticContentFormatterextendsAnyRef"></a>
+      <a id="PragmaticContentFormatter:PragmaticContentFormatter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="PragmaticContentFormatter.html"><span class="name">PragmaticContentFormatter</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.package@PragmaticContentFormatterextendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">rule-based formatter that adds regex rules to different marking steps
+Symbols protect from ambiguous bounds to be considered splitters</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticMethod" visbl="prt" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="PragmaticMethodextendsAnyRef"></a>
+      <a id="PragmaticMethod:PragmaticMethod"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a href="PragmaticMethod.html"><span class="name">PragmaticMethod</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.package@PragmaticMethodextendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Created by Saif Addin on 5/5/2017.</p><div class="fullcomment"><div class="comment cmt"><p>Created by Saif Addin on 5/5/2017.
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSentenceExtractor" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="PragmaticSentenceExtractorextendsAnyRef"></a>
+      <a id="PragmaticSentenceExtractor:PragmaticSentenceExtractor"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="PragmaticSentenceExtractor.html"><span class="name">PragmaticSentenceExtractor</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.package@PragmaticSentenceExtractorextendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Reads through symbolized data, and computes the bounds based on regex rules following symbol meaning
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="RuleSymbolsextendsAnyRef"></a>
+      <a id="RuleSymbols:RuleSymbols"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a href="RuleSymbols.html"><span class="name">RuleSymbols</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.package@RuleSymbolsextendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Base Symbols that may be extended later on.</p><div class="fullcomment"><div class="comment cmt"><p>Base Symbols that may be extended later on. For now kept in the pragmatic scope.
+</p></div></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SentenceDetectorextendsAnnotatorModel[com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector]withSentenceDetectorParams"></a>
+      <a id="SentenceDetector:SentenceDetector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="SentenceDetector.html"><span class="name">SentenceDetector</span></a><span class="result"> extends <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>] with <a href="../SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.package@SentenceDetectorextendsAnnotatorModel[com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector]withSentenceDetectorParams" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator that detects sentence boundaries using any provided approach</p>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="PragmaticContentFormatter"></a>
+      <a id="PragmaticContentFormatter:PragmaticContentFormatter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="PragmaticContentFormatter$.html"><span class="name">PragmaticContentFormatter</span></a>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.package@PragmaticContentFormatter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticDictionaries" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="PragmaticDictionaries"></a>
+      <a id="PragmaticDictionaries:PragmaticDictionaries"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="PragmaticDictionaries$.html"><span class="name">PragmaticDictionaries</span></a>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.package@PragmaticDictionaries" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">This is a dictionary that contains common english abbreviations that should be considered sentence bounds
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticSymbols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="PragmaticSymbols"></a>
+      <a id="PragmaticSymbols:PragmaticSymbols"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="PragmaticSymbols$.html"><span class="name">PragmaticSymbols</span></a><span class="result"> extends <a href="RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.package@PragmaticSymbols" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Extends RuleSymbols with specific symbols used for the pragmatic approach.</p><div class="fullcomment"><div class="comment cmt"><p>Extends RuleSymbols with specific symbols used for the pragmatic approach. Right now, the only one.
+</p></div></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SentenceDetector"></a>
+      <a id="SentenceDetector:SentenceDetector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="SentenceDetector$.html"><span class="name">SentenceDetector</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sbd.pragmatic.package@SentenceDetector" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sda/package.html b/docs/api/com/johnsnowlabs/nlp/annotators/sda/package.html
new file mode 100644
index 00000000000000..b487968502253f
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sda/package.html
@@ -0,0 +1,135 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>sda - com.johnsnowlabs.nlp.annotators.sda</title>
+          <meta name="description" content="sda - com.johnsnowlabs.nlp.annotators.sda" />
+          <meta name="keywords" content="sda com.johnsnowlabs.nlp.annotators.sda" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.sda.package';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Package" src="../../../../../lib/package_big.png" />
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1>sda</h1><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.package" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sda</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        
+        
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="pragmatic"></a>
+      <a id="pragmatic:pragmatic"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a href="pragmatic/package.html"><span class="name">pragmatic</span></a>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.package@pragmatic" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="vivekn"></a>
+      <a id="vivekn:vivekn"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a href="vivekn/package.html"><span class="name">vivekn</span></a>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.package@vivekn" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sda/pragmatic/PragmaticScorer.html b/docs/api/com/johnsnowlabs/nlp/annotators/sda/pragmatic/PragmaticScorer.html
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@@ -0,0 +1,525 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PragmaticScorer - com.johnsnowlabs.nlp.annotators.sda.pragmatic.PragmaticScorer</title>
+          <meta name="description" content="PragmaticScorer - com.johnsnowlabs.nlp.annotators.sda.pragmatic.PragmaticScorer" />
+          <meta name="keywords" content="PragmaticScorer com.johnsnowlabs.nlp.annotators.sda.pragmatic.PragmaticScorer" />
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+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda">sda</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic">pragmatic</a></p>
+        <h1>PragmaticScorer</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic">package pragmatic</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.PragmaticScorer" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PragmaticScorer</span><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Scorer is a rule based implementation inspired on http://fjavieralba.com/basic-sentiment-analysis-with-python.html
+Its strategy is to tag words by a dictionary in a sentence context, and later identify such context to get amplifiers
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
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+              </ol>
+            </div>
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+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.PragmaticScorer"><span>PragmaticScorer</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.PragmaticScorer#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(sentimentDict:Map[String,String],POSITIVE_VALUE:Double,NEGATIVE_VALUE:Double,INCREMENT_MULTIPLIER:Double,DECREMENT_MULTIPLIER:Double,REVERT_MULTIPLIER:Double):com.johnsnowlabs.nlp.annotators.sda.pragmatic.PragmaticScorer"></a>
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+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.PragmaticScorer@&lt;init&gt;(sentimentDict:Map[String,String],POSITIVE_VALUE:Double,NEGATIVE_VALUE:Double,INCREMENT_MULTIPLIER:Double,DECREMENT_MULTIPLIER:Double,REVERT_MULTIPLIER:Double):com.johnsnowlabs.nlp.annotators.sda.pragmatic.PragmaticScorer" title="Permalink" target="_top">
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+              <h3>Value Members</h3>
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+      </h4><span class="permalink">
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+      </span>
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+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
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+      
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+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      </span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
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+        <span class="modifier"></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.PragmaticScorer@finalize():Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.PragmaticScorer@getClass():Class[_]" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.PragmaticScorer#score" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="score(tokenizedSentences:Array[com.johnsnowlabs.nlp.annotators.common.TokenizedSentence]):Double"></a>
+      <a id="score(Array[TokenizedSentence]):Double"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">score</span><span class="params">(<span name="tokenizedSentences">tokenizedSentences: <span class="extype" name="scala.Array">Array</span>[<a href="../../common/TokenizedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TokenizedSentence">TokenizedSentence</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Double">Double</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.PragmaticScorer@score(tokenizedSentences:Array[com.johnsnowlabs.nlp.annotators.common.TokenizedSentence]):Double" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">scores lowercased words by their headers within a sentence context.</p><div class="fullcomment"><div class="comment cmt"><p>scores lowercased words by their headers within a sentence context. Sets the tag for every word</p></div><dl class="paramcmts block"><dt class="param">tokenizedSentences</dt><dd class="cmt"><p>POS tagged sentence. POS tags are not really useful in this implementation for now.</p></dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+                <span class="name">@throws</span><span class="args">(<span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetector$.html b/docs/api/com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetector$.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetector$.html
@@ -0,0 +1,532 @@
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+<html>
+        <head>
+          <title>SentimentDetector - com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector</title>
+          <meta name="description" content="SentimentDetector - com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector" />
+          <meta name="keywords" content="SentimentDetector com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector" />
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+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+        <body class="value">
+      <div id="definition">
+        <a href="SentimentDetector.html" title="See companion class"><img alt="Object/Class" src="../../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda">sda</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic">pragmatic</a></p>
+        <h1><a href="SentimentDetector.html" title="See companion class">SentimentDetector</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="SentimentDetector.html" title="See companion class">class SentimentDetector</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic">package pragmatic</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
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+        </div></div>
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+
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+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector$@finalize():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+              
+        </dd></dl></div>
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+      </h4><span class="permalink">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
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+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):SentimentDetector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="read:MLReader[SentimentDetector]"></a>
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+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
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+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetector.html b/docs/api/com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetector.html
new file mode 100644
index 00000000000000..6ac6e66f0f6659
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetector.html
@@ -0,0 +1,1880 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SentimentDetector - com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector</title>
+          <meta name="description" content="SentimentDetector - com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector" />
+          <meta name="keywords" content="SentimentDetector com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="SentimentDetector$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda">sda</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic">pragmatic</a></p>
+        <h1><a href="SentimentDetector$.html" title="See companion object">SentimentDetector</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="SentimentDetector$.html" title="See companion object">object SentimentDetector</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic">package pragmatic</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SentimentDetector</span><span class="result"> extends <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
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+              <ol>
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+                <li class="inherit out"><span>By Inheritance</span></li>
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+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector"><span>SentimentDetector</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorApproach"><span>AnnotatorApproach</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="org.apache.spark.ml.Estimator"><span>Estimator</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
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+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="&lt;init&gt;:SentimentDetector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="&lt;init&gt;:SentimentDetector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
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+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#beforeTraining" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="beforeTraining(SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeTraining</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):SentimentDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]"></a>
+      <a id="copy(ParamMap):Estimator[SentimentDetectorModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector#decrementMultiplier" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="decrementMultiplier:DoubleParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <span class="symbol">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@decrementMultiplier:org.apache.spark.ml.param.DoubleParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
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+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector#description" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@description:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a> → <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector#dictionary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="dictionary:ExternalResourceParam"></a>
+      <h4 class="signature">
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+        <span class="kind">val</span>
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+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_]):M"></a>
+      <a id="fit(Dataset[_]):SentimentDetectorModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <a href="SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@fit(dataset:org.apache.spark.sql.Dataset[_]):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]"></a>
+      <a id="fit(Dataset[_],Array[ParamMap]):Seq[SentimentDetectorModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMaps">paramMaps: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="fit(Dataset[_],ParamMap):SentimentDetectorModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M"></a>
+      <a id="fit(Dataset[_],ParamPair[_],ParamPair[_]*):SentimentDetectorModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector#incrementMultiplier" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="incrementMultiplier:org.apache.spark.ml.param.DoubleParam"></a>
+      <a id="incrementMultiplier:DoubleParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">incrementMultiplier</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.DoubleParam">DoubleParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@incrementMultiplier:org.apache.spark.ml.param.DoubleParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[SentimentDetector.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@inputAnnotatorTypes:Array[SentimentDetector.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a> → <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@logName:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector#negativeMultiplier" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="negativeMultiplier:org.apache.spark.ml.param.DoubleParam"></a>
+      <a id="negativeMultiplier:DoubleParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">negativeMultiplier</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.DoubleParam">DoubleParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@negativeMultiplier:org.apache.spark.ml.param.DoubleParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#onTrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onTrained(SentimentDetectorModel,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onTrained</span><span class="params">(<span name="model">model: <a href="SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:SentimentDetector.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@outputAnnotatorType:SentimentDetector.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a> → <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector#positiveMultiplier" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="positiveMultiplier:org.apache.spark.ml.param.DoubleParam"></a>
+      <a id="positiveMultiplier:DoubleParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">positiveMultiplier</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.DoubleParam">DoubleParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@positiveMultiplier:org.apache.spark.ml.param.DoubleParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector#reverseMultiplier" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="reverseMultiplier:org.apache.spark.ml.param.DoubleParam"></a>
+      <a id="reverseMultiplier:DoubleParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">reverseMultiplier</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.DoubleParam">DoubleParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@reverseMultiplier:org.apache.spark.ml.param.DoubleParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):SentimentDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):SentimentDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):SentimentDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector#setDecrementMultiplier" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setDecrementMultiplier(v:Double):SentimentDetector.this.type"></a>
+      <a id="setDecrementMultiplier(Double):SentimentDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDecrementMultiplier</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@setDecrementMultiplier(v:Double):SentimentDetector.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):SentimentDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):SentimentDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector#setDictionary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setDictionary(path:String,delimiter:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):SentimentDetector.this.type"></a>
+      <a id="setDictionary(String,String,Format,Map[String,String]):SentimentDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDictionary</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="delimiter">delimiter: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="readAs">readAs: <a href="../../../util/io/ReadAs$.html#Format=com.johnsnowlabs.nlp.util.io.ReadAs.Value" class="extmbr" name="com.johnsnowlabs.nlp.util.io.ReadAs.Format">Format</a></span>, <span name="options">options: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Map(&quot;format&quot; -&gt; &quot;text&quot;)</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@setDictionary(path:String,delimiter:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):SentimentDetector.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector#setDictionary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setDictionary(value:com.johnsnowlabs.nlp.util.io.ExternalResource):SentimentDetector.this.type"></a>
+      <a id="setDictionary(ExternalResource):SentimentDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDictionary</span><span class="params">(<span name="value">value: <a href="../../../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@setDictionary(value:com.johnsnowlabs.nlp.util.io.ExternalResource):SentimentDetector.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector#setIncrementMultiplier" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setIncrementMultiplier(v:Double):SentimentDetector.this.type"></a>
+      <a id="setIncrementMultiplier(Double):SentimentDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setIncrementMultiplier</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@setIncrementMultiplier(v:Double):SentimentDetector.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):SentimentDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):SentimentDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector#setNegativeMultiplier" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setNegativeMultiplier(v:Double):SentimentDetector.this.type"></a>
+      <a id="setNegativeMultiplier(Double):SentimentDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setNegativeMultiplier</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@setNegativeMultiplier(v:Double):SentimentDetector.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):SentimentDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector#setPositiveMultiplier" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setPositiveMultiplier(v:Double):SentimentDetector.this.type"></a>
+      <a id="setPositiveMultiplier(Double):SentimentDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setPositiveMultiplier</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@setPositiveMultiplier(v:Double):SentimentDetector.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector#setReverseMultiplier" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setReverseMultiplier(v:Double):SentimentDetector.this.type"></a>
+      <a id="setReverseMultiplier(Double):SentimentDetector.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setReverseMultiplier</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@setReverseMultiplier(v:Double):SentimentDetector.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector#train" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel"></a>
+      <a id="train(Dataset[_],Option[PipelineModel]):SentimentDetectorModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">train</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursivePipeline">recursivePipeline: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</span>)</span><span class="result">: <a href="SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a> → <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.AnnotatorApproach">
+              <h3>Inherited from <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Estimator">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetectorModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetectorModel$.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetectorModel$.html
@@ -0,0 +1,551 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SentimentDetectorModel - com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel</title>
+          <meta name="description" content="SentimentDetectorModel - com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel" />
+          <meta name="keywords" content="SentimentDetectorModel com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="SentimentDetectorModel.html" title="See companion class"><img alt="Object/Class" src="../../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda">sda</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic">pragmatic</a></p>
+        <h1><a href="SentimentDetectorModel.html" title="See companion class">SentimentDetectorModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="SentimentDetectorModel.html" title="See companion class">class SentimentDetectorModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic">package pragmatic</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SentimentDetectorModel</span><span class="result"> extends <a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
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+                </ol>
+              </div><div id="ancestors">
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+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((SentimentDetectorModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):SentimentDetectorModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
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+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[SentimentDetectorModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetectorModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetectorModel.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetectorModel.html
@@ -0,0 +1,2285 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SentimentDetectorModel - com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel</title>
+          <meta name="description" content="SentimentDetectorModel - com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel" />
+          <meta name="keywords" content="SentimentDetectorModel com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="SentimentDetectorModel$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda">sda</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic">pragmatic</a></p>
+        <h1><a href="SentimentDetectorModel$.html" title="See companion object">SentimentDetectorModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="SentimentDetectorModel$.html" title="See companion object">object SentimentDetectorModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic">package pragmatic</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SentimentDetectorModel</span><span class="result"> extends <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Gives a good or bad score to a sentence based on the approach used</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>], <a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>], <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel"><span>SentimentDetectorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel"></a>
+      <a id="&lt;init&gt;:SentimentDetectorModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SentimentDetectorModel</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel"></a>
+      <a id="&lt;init&gt;:SentimentDetectorModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SentimentDetectorModel</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">uid</dt><dd class="cmt"><p>internal uid needed for saving annotator to disk</p></dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Tokens are needed to identify each word in a sentence boundary
+POS tags are optionally submitted to the model in case they are needed
+Lemmas are another optional annotator for some models
+Bounds of sentiment are hardcoded to 0 as they render useless</p><div class="fullcomment"><div class="comment cmt"><p>Tokens are needed to identify each word in a sentence boundary
+POS tags are optionally submitted to the model in case they are needed
+Lemmas are another optional annotator for some models
+Bounds of sentiment are hardcoded to 0 as they render useless</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a> → <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):SentimentDetectorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):SentimentDetectorModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel#decrementMultiplier" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="decrementMultiplier:org.apache.spark.ml.param.DoubleParam"></a>
+      <a id="decrementMultiplier:DoubleParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">decrementMultiplier</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.DoubleParam">DoubleParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@decrementMultiplier:org.apache.spark.ml.param.DoubleParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../../../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../../../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel#incrementMultiplier" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="incrementMultiplier:org.apache.spark.ml.param.DoubleParam"></a>
+      <a id="incrementMultiplier:DoubleParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">incrementMultiplier</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.DoubleParam">DoubleParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@incrementMultiplier:org.apache.spark.ml.param.DoubleParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[SentimentDetectorModel.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@inputAnnotatorTypes:Array[SentimentDetectorModel.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a> → <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@logName:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel#model" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="model:com.johnsnowlabs.nlp.annotators.sda.pragmatic.PragmaticScorer"></a>
+      <a id="model:PragmaticScorer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@model:com.johnsnowlabs.nlp.annotators.sda.pragmatic.PragmaticScorer" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel#negativeMultiplier" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="negativeMultiplier:org.apache.spark.ml.param.DoubleParam"></a>
+      <a id="negativeMultiplier:DoubleParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">negativeMultiplier</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.DoubleParam">DoubleParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@negativeMultiplier:org.apache.spark.ml.param.DoubleParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:SentimentDetectorModel.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@outputAnnotatorType:SentimentDetectorModel.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a> → <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[SentimentDetectorModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel#positiveMultiplier" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="positiveMultiplier:org.apache.spark.ml.param.DoubleParam"></a>
+      <a id="positiveMultiplier:DoubleParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">positiveMultiplier</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.DoubleParam">DoubleParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@positiveMultiplier:org.apache.spark.ml.param.DoubleParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel#reverseMultiplier" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="reverseMultiplier:org.apache.spark.ml.param.DoubleParam"></a>
+      <a id="reverseMultiplier:DoubleParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">reverseMultiplier</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.DoubleParam">DoubleParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@reverseMultiplier:org.apache.spark.ml.param.DoubleParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel#sentimentDict" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="sentimentDict:com.johnsnowlabs.nlp.serialization.MapFeature[String,String]"></a>
+      <a id="sentimentDict:MapFeature[String,String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sentimentDict</span><span class="result">: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@sentimentDict:com.johnsnowlabs.nlp.serialization.MapFeature[String,String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):SentimentDetectorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):SentimentDetectorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):SentimentDetectorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):SentimentDetectorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):SentimentDetectorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):SentimentDetectorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):SentimentDetectorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel#setDecrementMultipler" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setDecrementMultipler(v:Double):SentimentDetectorModel.this.type"></a>
+      <a id="setDecrementMultipler(Double):SentimentDetectorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDecrementMultipler</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@setDecrementMultipler(v:Double):SentimentDetectorModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):SentimentDetectorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):SentimentDetectorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):SentimentDetectorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):SentimentDetectorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):SentimentDetectorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):SentimentDetectorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel#setIncrementMultipler" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setIncrementMultipler(v:Double):SentimentDetectorModel.this.type"></a>
+      <a id="setIncrementMultipler(Double):SentimentDetectorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setIncrementMultipler</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@setIncrementMultipler(v:Double):SentimentDetectorModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):SentimentDetectorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):SentimentDetectorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel#setNegativeMultipler" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setNegativeMultipler(v:Double):SentimentDetectorModel.this.type"></a>
+      <a id="setNegativeMultipler(Double):SentimentDetectorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setNegativeMultipler</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@setNegativeMultipler(v:Double):SentimentDetectorModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):SentimentDetectorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[SentimentDetectorModel]):SentimentDetectorModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel#setPositiveMultipler" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setPositiveMultipler(v:Double):SentimentDetectorModel.this.type"></a>
+      <a id="setPositiveMultipler(Double):SentimentDetectorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setPositiveMultipler</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@setPositiveMultipler(v:Double):SentimentDetectorModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel#setReverseMultipler" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setReverseMultipler(v:Double):SentimentDetectorModel.this.type"></a>
+      <a id="setReverseMultipler(Double):SentimentDetectorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setReverseMultipler</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@setReverseMultipler(v:Double):SentimentDetectorModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel#setSentimentDict" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setSentimentDict(value:Map[String,String]):SentimentDetectorModel.this.type"></a>
+      <a id="setSentimentDict(Map[String,String]):SentimentDetectorModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setSentimentDict</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@setSentimentDict(value:Map[String,String]):SentimentDetectorModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">internal uid needed for saving annotator to disk</p><div class="fullcomment"><div class="comment cmt"><p>internal uid needed for saving annotator to disk</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sda/pragmatic/package.html b/docs/api/com/johnsnowlabs/nlp/annotators/sda/pragmatic/package.html
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@@ -0,0 +1,191 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>pragmatic - com.johnsnowlabs.nlp.annotators.sda.pragmatic</title>
+          <meta name="description" content="pragmatic - com.johnsnowlabs.nlp.annotators.sda.pragmatic" />
+          <meta name="keywords" content="pragmatic com.johnsnowlabs.nlp.annotators.sda.pragmatic" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Package" src="../../../../../../lib/package_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda">sda</a></p>
+        <h1>pragmatic</h1><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.package" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pragmatic</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        
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+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.PragmaticScorer" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="PragmaticScorerextendsSerializable"></a>
+      <a id="PragmaticScorer:PragmaticScorer"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="PragmaticScorer.html"><span class="name">PragmaticScorer</span></a><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.package@PragmaticScorerextendsSerializable" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Scorer is a rule based implementation inspired on http://fjavieralba.com/basic-sentiment-analysis-with-python.html
+Its strategy is to tag words by a dictionary in a sentence context, and later identify such context to get amplifiers
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SentimentDetectorextendsAnnotatorApproach[com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel]"></a>
+      <a id="SentimentDetector:SentimentDetector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="SentimentDetector.html"><span class="name">SentimentDetector</span></a><span class="result"> extends <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.package@SentimentDetectorextendsAnnotatorApproach[com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SentimentDetectorModelextendsAnnotatorModel[com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel]"></a>
+      <a id="SentimentDetectorModel:SentimentDetectorModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="SentimentDetectorModel.html"><span class="name">SentimentDetectorModel</span></a><span class="result"> extends <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.package@SentimentDetectorModelextendsAnnotatorModel[com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gives a good or bad score to a sentence based on the approach used</p>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SentimentDetector"></a>
+      <a id="SentimentDetector:SentimentDetector"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.package@SentimentDetector" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SentimentDetectorModel"></a>
+      <a id="SentimentDetectorModel:SentimentDetectorModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.pragmatic.package@SentimentDetectorModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
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+        </div>
+
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+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknPretrainedModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknPretrainedModel.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknPretrainedModel.html
@@ -0,0 +1,502 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ViveknPretrainedModel - com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknPretrainedModel</title>
+          <meta name="description" content="ViveknPretrainedModel - com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknPretrainedModel" />
+          <meta name="keywords" content="ViveknPretrainedModel com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknPretrainedModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknPretrainedModel';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda">sda</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn">vivekn</a></p>
+        <h1>ViveknPretrainedModel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn">package vivekn</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknPretrainedModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ViveknPretrainedModel</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="../../../annotator/package$$ViveknSentimentModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotator.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="ViveknSentimentModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknPretrainedModel"><span>ViveknPretrainedModel</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
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+        <div id="allMembers">
+        
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+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
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+        <span class="kind">def</span>
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+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
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+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknPretrainedModel@##():Int" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknPretrainedModel@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknPretrainedModel@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknPretrainedModel@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknPretrainedModel@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentApproach.html
new file mode 100644
index 00000000000000..e575c218f886c0
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentApproach.html
@@ -0,0 +1,1919 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ViveknSentimentApproach - com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach</title>
+          <meta name="description" content="ViveknSentimentApproach - com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach" />
+          <meta name="keywords" content="ViveknSentimentApproach com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
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+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda">sda</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn">vivekn</a></p>
+        <h1>ViveknSentimentApproach</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn">package vivekn</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ViveknSentimentApproach</span><span class="result"> extends <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>] with <a href="ViveknSentimentUtils.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils">ViveknSentimentUtils</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Inspired on vivekn sentiment analysis algorithm
+https://github.com/vivekn/sentiment/
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils#ViveknWordCount" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@ViveknWordCount(er:com.johnsnowlabs.nlp.util.io.ExternalResource,prune:Int,f:List[String]=&gt;Set[String],left:scala.collection.mutable.Map[String,Long],right:scala.collection.mutable.Map[String,Long]):(scala.collection.mutable.Map[String,Long],scala.collection.mutable.Map[String,Long])" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ViveknSentimentUtils.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils">ViveknSentimentUtils</a></dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#beforeTraining" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
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+      <a id="clear(Param[_]):ViveknSentimentApproach.this.type"></a>
+      <h4 class="signature">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@clone():Object" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach#description" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="description:String"></a>
+      <a id="description:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">description</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@description:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a> → <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach#featureLimit" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="featureLimit:org.apache.spark.ml.param.IntParam"></a>
+      <a id="featureLimit:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">featureLimit</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@featureLimit:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_]):M"></a>
+      <a id="fit(Dataset[_]):ViveknSentimentModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <a href="ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@fit(dataset:org.apache.spark.sql.Dataset[_]):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]"></a>
+      <a id="fit(Dataset[_],Array[ParamMap]):Seq[ViveknSentimentModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMaps">paramMaps: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="fit(Dataset[_],ParamMap):ViveknSentimentModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M"></a>
+      <a id="fit(Dataset[_],ParamPair[_],ParamPair[_]*):ViveknSentimentModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach#getFeatureLimit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getFeatureLimit(v:Int):Int"></a>
+      <a id="getFeatureLimit(Int):Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFeatureLimit</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@getFeatureLimit(v:Int):Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach#getImportantFeatureRatio" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getImportantFeatureRatio(v:Double):Double"></a>
+      <a id="getImportantFeatureRatio(Double):Double"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getImportantFeatureRatio</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result">: <span class="extype" name="scala.Double">Double</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@getImportantFeatureRatio(v:Double):Double" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach#getUnimportantFeatureStep" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getUnimportantFeatureStep(v:Double):Double"></a>
+      <a id="getUnimportantFeatureStep(Double):Double"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getUnimportantFeatureStep</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result">: <span class="extype" name="scala.Double">Double</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@getUnimportantFeatureStep(v:Double):Double" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach#importantFeatureRatio" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="importantFeatureRatio:org.apache.spark.ml.param.DoubleParam"></a>
+      <a id="importantFeatureRatio:DoubleParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">importantFeatureRatio</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.DoubleParam">DoubleParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@importantFeatureRatio:org.apache.spark.ml.param.DoubleParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[ViveknSentimentApproach.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@inputAnnotatorTypes:Array[ViveknSentimentApproach.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a> → <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+      <a id="log:org.slf4j.Logger"></a>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@logName:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils#negateSequence" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="negateSequence(words:Array[String]):Set[String]"></a>
+      <a id="negateSequence(Array[String]):Set[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">negateSequence</span><span class="params">(<span name="words">words: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@negateSequence(words:Array[String]):Set[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Detects negations and transforms them into not_ form</p><div class="fullcomment"><div class="comment cmt"><p>Detects negations and transforms them into not_ form</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ViveknSentimentUtils.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils">ViveknSentimentUtils</a></dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#onTrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onTrained(ViveknSentimentModel,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onTrained</span><span class="params">(<span name="model">model: <a href="ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:ViveknSentimentApproach.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@outputAnnotatorType:ViveknSentimentApproach.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a> → <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach#pruneCorpus" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="pruneCorpus:org.apache.spark.ml.param.IntParam"></a>
+      <a id="pruneCorpus:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pruneCorpus</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@pruneCorpus:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach#sentimentCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="sentimentCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="sentimentCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sentimentCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@sentimentCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Requires sentence boundaries to give score in context
+Tokenization to make sure tokens are within bounds
+Transitivity requirements are also required
+</p>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):ViveknSentimentApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):ViveknSentimentApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):ViveknSentimentApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach#setCorpusPrune" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setCorpusPrune(value:Int):ViveknSentimentApproach.this.type"></a>
+      <a id="setCorpusPrune(Int):ViveknSentimentApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setCorpusPrune</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@setCorpusPrune(value:Int):ViveknSentimentApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):ViveknSentimentApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):ViveknSentimentApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach#setFeatureLimit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setFeatureLimit(v:Int):ViveknSentimentApproach.this.type"></a>
+      <a id="setFeatureLimit(Int):ViveknSentimentApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setFeatureLimit</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@setFeatureLimit(v:Int):ViveknSentimentApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach#setImportantFeatureRatio" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setImportantFeatureRatio(v:Double):ViveknSentimentApproach.this.type"></a>
+      <a id="setImportantFeatureRatio(Double):ViveknSentimentApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setImportantFeatureRatio</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@setImportantFeatureRatio(v:Double):ViveknSentimentApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):ViveknSentimentApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):ViveknSentimentApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):ViveknSentimentApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach#setSentimentCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setSentimentCol(value:String):ViveknSentimentApproach.this.type"></a>
+      <a id="setSentimentCol(String):ViveknSentimentApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setSentimentCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@setSentimentCol(value:String):ViveknSentimentApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach#setUnimportantFeatureStep" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setUnimportantFeatureStep(v:Double):ViveknSentimentApproach.this.type"></a>
+      <a id="setUnimportantFeatureStep(Double):ViveknSentimentApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setUnimportantFeatureStep</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@setUnimportantFeatureStep(v:Double):ViveknSentimentApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach#train" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel"></a>
+      <a id="train(Dataset[_],Option[PipelineModel]):ViveknSentimentModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">train</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursivePipeline">recursivePipeline: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</span>)</span><span class="result">: <a href="ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a> → <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach#unimportantFeatureStep" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="unimportantFeatureStep:org.apache.spark.ml.param.DoubleParam"></a>
+      <a id="unimportantFeatureStep:DoubleParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">unimportantFeatureStep</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.DoubleParam">DoubleParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@unimportantFeatureStep:org.apache.spark.ml.param.DoubleParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils">
+              <h3>Inherited from <a href="ViveknSentimentUtils.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils">ViveknSentimentUtils</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.AnnotatorApproach">
+              <h3>Inherited from <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Estimator">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentModel$.html
new file mode 100644
index 00000000000000..e22791b3f9fd74
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentModel$.html
@@ -0,0 +1,570 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ViveknSentimentModel - com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel</title>
+          <meta name="description" content="ViveknSentimentModel - com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel" />
+          <meta name="keywords" content="ViveknSentimentModel com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
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+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="ViveknSentimentModel.html" title="See companion class"><img alt="Object/Class" src="../../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda">sda</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn">vivekn</a></p>
+        <h1><a href="ViveknSentimentModel.html" title="See companion class">ViveknSentimentModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="ViveknSentimentModel.html" title="See companion class">class ViveknSentimentModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn">package vivekn</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
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+      <span class="symbol">
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+            <ol>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="addReader((ViveknSentimentModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
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+        <span class="kind">def</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknPretrainedModel#pretrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel$@pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ViveknPretrainedModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknPretrainedModel">ViveknPretrainedModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[ViveknSentimentModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknPretrainedModel">
+              <h3>Inherited from <a href="ViveknPretrainedModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknPretrainedModel">ViveknPretrainedModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentModel.html
new file mode 100644
index 00000000000000..c3bf370b67f145
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentModel.html
@@ -0,0 +1,2406 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ViveknSentimentModel - com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel</title>
+          <meta name="description" content="ViveknSentimentModel - com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel" />
+          <meta name="keywords" content="ViveknSentimentModel com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="ViveknSentimentModel$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda">sda</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn">vivekn</a></p>
+        <h1><a href="ViveknSentimentModel$.html" title="See companion object">ViveknSentimentModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="ViveknSentimentModel$.html" title="See companion object">object ViveknSentimentModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn">package vivekn</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ViveknSentimentModel</span><span class="result"> extends <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>] with <a href="ViveknSentimentUtils.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils">ViveknSentimentUtils</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="ViveknSentimentUtils.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils">ViveknSentimentUtils</a>, <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>], <a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>], <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel"><span>ViveknSentimentModel</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils"><span>ViveknSentimentUtils</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel"></a>
+      <a id="&lt;init&gt;:ViveknSentimentModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ViveknSentimentModel</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel"></a>
+      <a id="&lt;init&gt;:ViveknSentimentModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ViveknSentimentModel</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils#ViveknWordCount" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ViveknWordCount(er:com.johnsnowlabs.nlp.util.io.ExternalResource,prune:Int,f:List[String]=&gt;Set[String],left:scala.collection.mutable.Map[String,Long],right:scala.collection.mutable.Map[String,Long]):(scala.collection.mutable.Map[String,Long],scala.collection.mutable.Map[String,Long])"></a>
+      <a id="ViveknWordCount(ExternalResource,Int,(List[String])⇒Set[String],Map[String,Long],Map[String,Long]):(Map[String,Long],Map[String,Long])"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ViveknWordCount</span><span class="params">(<span name="er">er: <a href="../../../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a></span>, <span name="prune">prune: <span class="extype" name="scala.Int">Int</span></span>, <span name="f">f: (<span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Predef.String">String</span>]) ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="left">left: <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>] = <span class="defval" name="MMap.empty[String, Long].withDefaultValue(0)">...</span></span>, <span name="right">right: <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>] = <span class="defval" name="MMap.empty[String, Long].withDefaultValue(0)">...</span></span>)</span><span class="result">: (<span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>], <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>])</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@ViveknWordCount(er:com.johnsnowlabs.nlp.util.io.ExternalResource,prune:Int,f:List[String]=&gt;Set[String],left:scala.collection.mutable.Map[String,Long],right:scala.collection.mutable.Map[String,Long]):(scala.collection.mutable.Map[String,Long],scala.collection.mutable.Map[String,Long])" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ViveknSentimentUtils.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils">ViveknSentimentUtils</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Tokens are needed to identify each word in a sentence boundary
+POS tags are optionally submitted to the model in case they are needed
+Lemmas are another optional annotator for some models
+Bounds of sentiment are hardcoded to 0 as they render useless</p><div class="fullcomment"><div class="comment cmt"><p>Tokens are needed to identify each word in a sentence boundary
+POS tags are optionally submitted to the model in case they are needed
+Lemmas are another optional annotator for some models
+Bounds of sentiment are hardcoded to 0 as they render useless</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a> → <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#classify" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="classify(sentence:com.johnsnowlabs.nlp.annotators.common.TokenizedSentence):(Short,Double)"></a>
+      <a id="classify(TokenizedSentence):(Short,Double)"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">classify</span><span class="params">(<span name="sentence">sentence: <a href="../../common/TokenizedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TokenizedSentence">TokenizedSentence</a></span>)</span><span class="result">: (<span class="extype" name="scala.Short">Short</span>, <span class="extype" name="scala.Double">Double</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@classify(sentence:com.johnsnowlabs.nlp.annotators.common.TokenizedSentence):(Short,Double)" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Positive: 0, Negative: 1, NA: 2</p>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):ViveknSentimentModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):ViveknSentimentModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../../../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#featureLimit" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="featureLimit:org.apache.spark.ml.param.IntParam"></a>
+      <a id="featureLimit:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">featureLimit</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@featureLimit:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../../../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#getFeatureLimit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getFeatureLimit(v:Int):Int"></a>
+      <a id="getFeatureLimit(Int):Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFeatureLimit</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@getFeatureLimit(v:Int):Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#getFeatures" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getFeatures:Set[String]"></a>
+      <a id="getFeatures:Set[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFeatures</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@getFeatures:Set[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#getImportantFeatureRatio" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getImportantFeatureRatio(v:Double):Double"></a>
+      <a id="getImportantFeatureRatio(Double):Double"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getImportantFeatureRatio</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result">: <span class="extype" name="scala.Double">Double</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@getImportantFeatureRatio(v:Double):Double" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#getNegative" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getNegative:Map[String,Long]"></a>
+      <a id="getNegative:Map[String,Long]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getNegative</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@getNegative:Map[String,Long]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#getPositive" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getPositive:Map[String,Long]"></a>
+      <a id="getPositive:Map[String,Long]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getPositive</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@getPositive:Map[String,Long]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#getUnimportantFeatureStep" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getUnimportantFeatureStep(v:Double):Double"></a>
+      <a id="getUnimportantFeatureStep(Double):Double"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getUnimportantFeatureStep</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result">: <span class="extype" name="scala.Double">Double</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@getUnimportantFeatureStep(v:Double):Double" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#importantFeatureRatio" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="importantFeatureRatio:org.apache.spark.ml.param.DoubleParam"></a>
+      <a id="importantFeatureRatio:DoubleParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">importantFeatureRatio</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.DoubleParam">DoubleParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@importantFeatureRatio:org.apache.spark.ml.param.DoubleParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[ViveknSentimentModel.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@inputAnnotatorTypes:Array[ViveknSentimentModel.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a> → <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@logName:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils#negateSequence" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="negateSequence(words:Array[String]):Set[String]"></a>
+      <a id="negateSequence(Array[String]):Set[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">negateSequence</span><span class="params">(<span name="words">words: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@negateSequence(words:Array[String]):Set[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Detects negations and transforms them into not_ form</p><div class="fullcomment"><div class="comment cmt"><p>Detects negations and transforms them into not_ form</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ViveknSentimentUtils.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils">ViveknSentimentUtils</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#negative" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="negative:com.johnsnowlabs.nlp.serialization.MapFeature[String,Long]"></a>
+      <a id="negative:MapFeature[String,Long]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">negative</span><span class="result">: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@negative:com.johnsnowlabs.nlp.serialization.MapFeature[String,Long]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#negativeTotals" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="negativeTotals:org.apache.spark.ml.param.LongParam"></a>
+      <a id="negativeTotals:LongParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">negativeTotals</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.LongParam">LongParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@negativeTotals:org.apache.spark.ml.param.LongParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:ViveknSentimentModel.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@outputAnnotatorType:ViveknSentimentModel.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a> → <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[ViveknSentimentModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#positive" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="positive:com.johnsnowlabs.nlp.serialization.MapFeature[String,Long]"></a>
+      <a id="positive:MapFeature[String,Long]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">positive</span><span class="result">: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@positive:com.johnsnowlabs.nlp.serialization.MapFeature[String,Long]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#positiveTotals" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="positiveTotals:org.apache.spark.ml.param.LongParam"></a>
+      <a id="positiveTotals:LongParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">positiveTotals</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.LongParam">LongParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@positiveTotals:org.apache.spark.ml.param.LongParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):ViveknSentimentModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):ViveknSentimentModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):ViveknSentimentModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):ViveknSentimentModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):ViveknSentimentModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):ViveknSentimentModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):ViveknSentimentModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):ViveknSentimentModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):ViveknSentimentModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):ViveknSentimentModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):ViveknSentimentModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):ViveknSentimentModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):ViveknSentimentModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#setFeatureLimit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setFeatureLimit(v:Int):ViveknSentimentModel.this.type"></a>
+      <a id="setFeatureLimit(Int):ViveknSentimentModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setFeatureLimit</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@setFeatureLimit(v:Int):ViveknSentimentModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#setImportantFeatureRatio" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setImportantFeatureRatio(v:Double):ViveknSentimentModel.this.type"></a>
+      <a id="setImportantFeatureRatio(Double):ViveknSentimentModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setImportantFeatureRatio</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@setImportantFeatureRatio(v:Double):ViveknSentimentModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):ViveknSentimentModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):ViveknSentimentModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):ViveknSentimentModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[ViveknSentimentModel]):ViveknSentimentModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#setUnimportantFeatureStep" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setUnimportantFeatureStep(v:Double):ViveknSentimentModel.this.type"></a>
+      <a id="setUnimportantFeatureStep(Double):ViveknSentimentModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setUnimportantFeatureStep</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@setUnimportantFeatureStep(v:Double):ViveknSentimentModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#unimportantFeatureStep" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="unimportantFeatureStep:org.apache.spark.ml.param.DoubleParam"></a>
+      <a id="unimportantFeatureStep:DoubleParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">unimportantFeatureStep</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.DoubleParam">DoubleParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@unimportantFeatureStep:org.apache.spark.ml.param.DoubleParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel#words" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="words:com.johnsnowlabs.nlp.serialization.SetFeature[String]"></a>
+      <a id="words:SetFeature[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">words</span><span class="result">: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@words:com.johnsnowlabs.nlp.serialization.SetFeature[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils">
+              <h3>Inherited from <a href="ViveknSentimentUtils.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils">ViveknSentimentUtils</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentUtils.html b/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentUtils.html
new file mode 100644
index 00000000000000..02083b16ce0444
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentUtils.html
@@ -0,0 +1,519 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ViveknSentimentUtils - com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils</title>
+          <meta name="description" content="ViveknSentimentUtils - com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils" />
+          <meta name="keywords" content="ViveknSentimentUtils com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
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+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils@==(x$1:Any):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils#ViveknWordCount" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ViveknWordCount(er:com.johnsnowlabs.nlp.util.io.ExternalResource,prune:Int,f:List[String]=&gt;Set[String],left:scala.collection.mutable.Map[String,Long],right:scala.collection.mutable.Map[String,Long]):(scala.collection.mutable.Map[String,Long],scala.collection.mutable.Map[String,Long])"></a>
+      <a id="ViveknWordCount(ExternalResource,Int,(List[String])⇒Set[String],Map[String,Long],Map[String,Long]):(Map[String,Long],Map[String,Long])"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ViveknWordCount</span><span class="params">(<span name="er">er: <a href="../../../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a></span>, <span name="prune">prune: <span class="extype" name="scala.Int">Int</span></span>, <span name="f">f: (<span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Predef.String">String</span>]) ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="left">left: <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>] = <span class="defval" name="MMap.empty[String, Long].withDefaultValue(0)">...</span></span>, <span name="right">right: <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>] = <span class="defval" name="MMap.empty[String, Long].withDefaultValue(0)">...</span></span>)</span><span class="result">: (<span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>], <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>])</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils@ViveknWordCount(er:com.johnsnowlabs.nlp.util.io.ExternalResource,prune:Int,f:List[String]=&gt;Set[String],left:scala.collection.mutable.Map[String,Long],right:scala.collection.mutable.Map[String,Long]):(scala.collection.mutable.Map[String,Long],scala.collection.mutable.Map[String,Long])" title="Permalink" target="_top">
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+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils@clone():Object" title="Permalink" target="_top">
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+    </span>)</span>
+              
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+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
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+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+              
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+        <span class="modifier">final </span>
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+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+      <a id="hashCode():Int"></a>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils@hashCode():Int" title="Permalink" target="_top">
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils#negateSequence" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="negateSequence(words:Array[String]):Set[String]"></a>
+      <a id="negateSequence(Array[String]):Set[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">negateSequence</span><span class="params">(<span name="words">words: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils@negateSequence(words:Array[String]):Set[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Detects negations and transforms them into not_ form</p>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils@notify():Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
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+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
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+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/package.html b/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/package.html
new file mode 100644
index 00000000000000..1e6349d012effb
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/package.html
@@ -0,0 +1,191 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>vivekn - com.johnsnowlabs.nlp.annotators.sda.vivekn</title>
+          <meta name="description" content="vivekn - com.johnsnowlabs.nlp.annotators.sda.vivekn" />
+          <meta name="keywords" content="vivekn com.johnsnowlabs.nlp.annotators.sda.vivekn" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.sda.vivekn.package';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Package" src="../../../../../../lib/package_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda">sda</a></p>
+        <h1>vivekn</h1><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.package" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <span class="name">vivekn</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        
+        
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknPretrainedModel" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="ViveknPretrainedModelextendsAnyRef"></a>
+      <a id="ViveknPretrainedModel:ViveknPretrainedModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a href="ViveknPretrainedModel.html"><span class="name">ViveknPretrainedModel</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.package@ViveknPretrainedModelextendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ViveknSentimentApproachextendsAnnotatorApproach[com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel]withViveknSentimentUtils"></a>
+      <a id="ViveknSentimentApproach:ViveknSentimentApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="ViveknSentimentApproach.html"><span class="name">ViveknSentimentApproach</span></a><span class="result"> extends <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>] with <a href="ViveknSentimentUtils.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils">ViveknSentimentUtils</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.package@ViveknSentimentApproachextendsAnnotatorApproach[com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel]withViveknSentimentUtils" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Inspired on vivekn sentiment analysis algorithm
+https://github.com/vivekn/sentiment/
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ViveknSentimentModelextendsAnnotatorModel[com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel]withViveknSentimentUtils"></a>
+      <a id="ViveknSentimentModel:ViveknSentimentModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.package@ViveknSentimentModelextendsAnnotatorModel[com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel]withViveknSentimentUtils" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="ViveknSentimentUtilsextendsAnyRef"></a>
+      <a id="ViveknSentimentUtils:ViveknSentimentUtils"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.package@ViveknSentimentUtilsextendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ViveknSentimentModel"></a>
+      <a id="ViveknSentimentModel:ViveknSentimentModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.sda.vivekn.package@ViveknSentimentModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.html
new file mode 100644
index 00000000000000..a23960dc9326fd
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.html
@@ -0,0 +1,2545 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ContextSpellCheckerApproach - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach</title>
+          <meta name="description" content="ContextSpellCheckerApproach - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach" />
+          <meta name="keywords" content="ContextSpellCheckerApproach com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">context</a></p>
+        <h1>ContextSpellCheckerApproach</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">package context</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ContextSpellCheckerApproach</span><span class="result"> extends <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>] with <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a> with <a href="WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a>, <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>], <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+
+      <div id="mbrsel">
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+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach"><span>ContextSpellCheckerApproach</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein"><span>WeightedLevenshtein</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorApproach"><span>AnnotatorApproach</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="org.apache.spark.ml.Estimator"><span>Estimator</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach"></a>
+      <a id="&lt;init&gt;:ContextSpellCheckerApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ContextSpellCheckerApproach</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach"></a>
+      <a id="&lt;init&gt;:ContextSpellCheckerApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ContextSpellCheckerApproach</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein#backTrack" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="backTrack(dist:Array[Array[Float]],s2:String,s1:String,j:Int,i:Int,acc:Seq[(String,String)]):Seq[(String,String)]"></a>
+      <a id="backTrack(Array[Array[Float]],String,String,Int,Int,Seq[(String,String)]):Seq[(String,String)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@backTrack(dist:Array[Array[Float]],s2:String,s1:String,j:Int,i:Int,acc:Seq[(String,String)]):Seq[(String,String)]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#beforeTraining" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="beforeTraining(SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeTraining</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#blacklistMinFreq" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="blacklistMinFreq:Param[Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">blacklistMinFreq</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@blacklistMinFreq:org.apache.spark.ml.param.Param[Int]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#computeAndPersistClasses" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="computeAndPersistClasses(vocab:scala.collection.mutable.HashMap[String,Double],total:Double,k:Int):scala.collection.immutable.Map[String,(Int,Int)]"></a>
+      <a id="computeAndPersistClasses(HashMap[String,Double],Double,Int):Map[String,(Int,Int)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">computeAndPersistClasses</span><span class="params">(<span name="vocab">vocab: <span class="extype" name="scala.collection.mutable.HashMap">HashMap</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Double">Double</span>]</span>, <span name="total">total: <span class="extype" name="scala.Double">Double</span></span>, <span name="k">k: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.collection.immutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, (<span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Int">Int</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@computeAndPersistClasses(vocab:scala.collection.mutable.HashMap[String,Double],total:Double,k:Int):scala.collection.immutable.Map[String,(Int,Int)]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#configProtoBytes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="configProtoBytes:org.apache.spark.ml.param.IntArrayParam"></a>
+      <a id="configProtoBytes:IntArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">configProtoBytes</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntArrayParam">IntArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@configProtoBytes:org.apache.spark.ml.param.IntArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]"></a>
+      <a id="copy(ParamMap):Estimator[ContextSpellCheckerModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#description" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="description:String"></a>
+      <a id="description:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">description</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@description:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a> → <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="finalize():Unit"></a>
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_]):M"></a>
+      <a id="fit(Dataset[_]):ContextSpellCheckerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@fit(dataset:org.apache.spark.sql.Dataset[_]):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]"></a>
+      <a id="fit(Dataset[_],Array[ParamMap]):Seq[ContextSpellCheckerModel]"></a>
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMaps">paramMaps: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>]</span>
+      </span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
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+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="fit(Dataset[_],ParamMap):ContextSpellCheckerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
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+              
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
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+                <span class="name">@varargs</span><span class="args">()</span>
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+      <a id="genVocab(rawDataPath:String):(List[(String,Double)],scala.collection.immutable.Map[String,(Int,Int)])"></a>
+      <a id="genVocab(String):(List[(String,Double)],Map[String,(Int,Int)])"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@genVocab(rawDataPath:String):(List[(String,Double)],scala.collection.immutable.Map[String,(Int,Int)])" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
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+        <span class="kind">def</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#getConfigProtoBytes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <span class="symbol">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@getConfigProtoBytes:Option[Array[Byte]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a> → <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#languageModelClasses" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="languageModelClasses:org.apache.spark.ml.param.Param[Int]"></a>
+      <a id="languageModelClasses:Param[Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">languageModelClasses</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@languageModelClasses:org.apache.spark.ml.param.Param[Int]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein#learnDist" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="learnDist(s1:String,s2:String):Seq[(String,String)]"></a>
+      <a id="learnDist(String,String):Seq[(String,String)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">learnDist</span><span class="params">(<span name="s1">s1: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="s2">s2: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@learnDist(s1:String,s2:String):Seq[(String,String)]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein#levenshteinDist" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="levenshteinDist(s11:String,s22:String)(cost:(String,String)=&gt;Float):Float"></a>
+      <a id="levenshteinDist(String,String)((String,String)⇒Float):Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@levenshteinDist(s11:String,s22:String)(cost:(String,String)=&gt;Float):Float" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a></dd></dl></div>
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+      <a id="loadWeights(filename:String):Map[String,Map[String,Float]]"></a>
+      <a id="loadWeights(String):Map[String,Map[String,Float]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">loadWeights</span><span class="params">(<span name="filename">filename: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Float">Float</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@loadWeights(filename:String):Map[String,Map[String,Float]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a></dd></dl></div>
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+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@logName:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#maxCandidates" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="maxCandidates:org.apache.spark.ml.param.IntParam"></a>
+      <a id="maxCandidates:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxCandidates</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@maxCandidates:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#maxWindowLen" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxWindowLen</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@maxWindowLen:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#minCount" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="minCount:org.apache.spark.ml.param.Param[Double]"></a>
+      <a id="minCount:Param[Double]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">minCount</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Double">Double</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@minCount:org.apache.spark.ml.param.Param[Double]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#onTrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onTrained(ContextSpellCheckerModel,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onTrained</span><span class="params">(<span name="model">model: <a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#openClose" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="openClose:List[com.johnsnowlabs.nlp.annotators.spell.context.OpenClose]"></a>
+      <a id="openClose:List[OpenClose]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">openClose</span><span class="result">: <span class="extype" name="scala.collection.immutable.List">List</span>[<a href="OpenClose.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.OpenClose">OpenClose</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@openClose:List[com.johnsnowlabs.nlp.annotators.spell.context.OpenClose]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:ContextSpellCheckerApproach.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@outputAnnotatorType:ContextSpellCheckerApproach.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a> → <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#prefixes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="prefixes:com.johnsnowlabs.nlp.serialization.ArrayFeature[String]"></a>
+      <a id="prefixes:ArrayFeature[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">prefixes</span><span class="result">: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@prefixes:com.johnsnowlabs.nlp.serialization.ArrayFeature[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#setBlackListMinFreq" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setBlackListMinFreq(k:Int):ContextSpellCheckerApproach.this.type"></a>
+      <a id="setBlackListMinFreq(Int):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setBlackListMinFreq</span><span class="params">(<span name="k">k: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@setBlackListMinFreq(k:Int):ContextSpellCheckerApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#setConfigProtoBytes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setConfigProtoBytes(bytes:Array[Int]):com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach"></a>
+      <a id="setConfigProtoBytes(Array[Int]):ContextSpellCheckerApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setConfigProtoBytes</span><span class="params">(<span name="bytes">bytes: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@setConfigProtoBytes(bytes:Array[Int]):com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#setLMClasses" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setLMClasses(k:Int):ContextSpellCheckerApproach.this.type"></a>
+      <a id="setLMClasses(Int):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setLMClasses</span><span class="params">(<span name="k">k: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@setLMClasses(k:Int):ContextSpellCheckerApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#setMaxCandidates" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setMaxCandidates(k:Int):ContextSpellCheckerApproach.this.type"></a>
+      <a id="setMaxCandidates(Int):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMaxCandidates</span><span class="params">(<span name="k">k: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@setMaxCandidates(k:Int):ContextSpellCheckerApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#setMaxWindowLen" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setMaxWindowLen(w:Int):ContextSpellCheckerApproach.this.type"></a>
+      <a id="setMaxWindowLen(Int):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMaxWindowLen</span><span class="params">(<span name="w">w: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@setMaxWindowLen(w:Int):ContextSpellCheckerApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#setMinCount" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setMinCount(threshold:Double):ContextSpellCheckerApproach.this.type"></a>
+      <a id="setMinCount(Double):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMinCount</span><span class="params">(<span name="threshold">threshold: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@setMinCount(threshold:Double):ContextSpellCheckerApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#setPrefixes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setPrefixes(p:Array[String]):ContextSpellCheckerApproach.this.type"></a>
+      <a id="setPrefixes(Array[String]):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setPrefixes</span><span class="params">(<span name="p">p: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@setPrefixes(p:Array[String]):ContextSpellCheckerApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#setSpecialClasses" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setSpecialClasses(parsers:List[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]):ContextSpellCheckerApproach.this.type"></a>
+      <a id="setSpecialClasses(List[SpecialClassParser]):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setSpecialClasses</span><span class="params">(<span name="parsers">parsers: <span class="extype" name="scala.List">List</span>[<a href="parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@setSpecialClasses(parsers:List[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]):ContextSpellCheckerApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#setSuffixes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setSuffixes(s:Array[String]):ContextSpellCheckerApproach.this.type"></a>
+      <a id="setSuffixes(Array[String]):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setSuffixes</span><span class="params">(<span name="s">s: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@setSuffixes(s:Array[String]):ContextSpellCheckerApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#setTradeoff" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setTradeoff(alpha:Float):ContextSpellCheckerApproach.this.type"></a>
+      <a id="setTradeoff(Float):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setTradeoff</span><span class="params">(<span name="alpha">alpha: <span class="extype" name="scala.Float">Float</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@setTradeoff(alpha:Float):ContextSpellCheckerApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#setTrainCorpusPath" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setTrainCorpusPath(path:String):ContextSpellCheckerApproach.this.type"></a>
+      <a id="setTrainCorpusPath(String):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setTrainCorpusPath</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@setTrainCorpusPath(path:String):ContextSpellCheckerApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#setWeights" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setWeights(filePath:String):ContextSpellCheckerApproach.this.type"></a>
+      <a id="setWeights(String):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setWeights</span><span class="params">(<span name="filePath">filePath: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@setWeights(filePath:String):ContextSpellCheckerApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#setWordMaxDist" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setWordMaxDist(k:Int):ContextSpellCheckerApproach.this.type"></a>
+      <a id="setWordMaxDist(Int):ContextSpellCheckerApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setWordMaxDist</span><span class="params">(<span name="k">k: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@setWordMaxDist(k:Int):ContextSpellCheckerApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#specialClasses" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="specialClasses:org.apache.spark.ml.param.Param[List[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]]"></a>
+      <a id="specialClasses:Param[List[SpecialClassParser]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">specialClasses</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.List">List</span>[<a href="parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@specialClasses:org.apache.spark.ml.param.Param[List[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#suffixes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="suffixes:com.johnsnowlabs.nlp.serialization.ArrayFeature[String]"></a>
+      <a id="suffixes:ArrayFeature[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">suffixes</span><span class="result">: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@suffixes:com.johnsnowlabs.nlp.serialization.ArrayFeature[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#tradeoff" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="tradeoff:org.apache.spark.ml.param.Param[Float]"></a>
+      <a id="tradeoff:Param[Float]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tradeoff</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Float">Float</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@tradeoff:org.apache.spark.ml.param.Param[Float]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#train" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel"></a>
+      <a id="train(Dataset[_],Option[PipelineModel]):ContextSpellCheckerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">train</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursivePipeline">recursivePipeline: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</span>)</span><span class="result">: <a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a> → <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#trainCorpusPath" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="trainCorpusPath:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="trainCorpusPath:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">trainCorpusPath</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@trainCorpusPath:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein#wLevenshteinDist" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wLevenshteinDist(s1:String,s2:String,weights:Map[String,Map[String,Float]]):Float"></a>
+      <a id="wLevenshteinDist(String,String,Map[String,Map[String,Float]]):Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wLevenshteinDist</span><span class="params">(<span name="s1">s1: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="s2">s2: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="weights">weights: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Float">Float</span>]]</span>)</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@wLevenshteinDist(s1:String,s2:String,weights:Map[String,Map[String,Float]]):Float" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@weightedDistPath:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach#wordMaxDistance" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="wordMaxDistance:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <span class="symbol">
+        <span class="name">wordMaxDistance</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@wordMaxDistance:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.util.DefaultParamsWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">
+              <h3>Inherited from <a href="WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.AnnotatorApproach">
+              <h3>Inherited from <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Estimator">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel$.html
new file mode 100644
index 00000000000000..0144e101ba5efc
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel$.html
@@ -0,0 +1,625 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ContextSpellCheckerModel - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel</title>
+          <meta name="description" content="ContextSpellCheckerModel - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" />
+          <meta name="keywords" content="ContextSpellCheckerModel com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="ContextSpellCheckerModel.html" title="See companion class"><img alt="Object/Class" src="../../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">context</a></p>
+        <h1><a href="ContextSpellCheckerModel.html" title="See companion class">ContextSpellCheckerModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="ContextSpellCheckerModel.html" title="See companion class">class ContextSpellCheckerModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">package context</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ContextSpellCheckerModel</span><span class="result"> extends <a href="ReadsLanguageModelGraph.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph">ReadsLanguageModelGraph</a> with <a href="PretrainedSpellModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.PretrainedSpellModel">PretrainedSpellModel</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="PretrainedSpellModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.PretrainedSpellModel">PretrainedSpellModel</a>, <a href="ReadsLanguageModelGraph.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph">ReadsLanguageModelGraph</a>, <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
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+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
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+                <ol id="linearization">
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+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
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+
+      <div id="template">
+        <div id="allMembers">
+        
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+        
+
+        
+
+        <div id="values" class="values members">
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+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((ContextSpellCheckerModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+              
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+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):ContextSpellCheckerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
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+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.PretrainedSpellModel#pretrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel"></a>
+      <a id="pretrained(String,String,String):ContextSpellCheckerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;spellcheck_dl&quot;</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;en&quot;</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="../../../../../package.html">ResourceDownloader.publicLoc</a></span></span></span>)</span><span class="result">: <a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="PretrainedSpellModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.PretrainedSpellModel">PretrainedSpellModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[ContextSpellCheckerModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph#readLanguageModelGraph" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readLanguageModelGraph(instance:com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="readLanguageModelGraph(ContextSpellCheckerModel,String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readLanguageModelGraph</span><span class="params">(<span name="instance">instance: <a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@readLanguageModelGraph(instance:com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel,path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadsLanguageModelGraph.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph">ReadsLanguageModelGraph</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowModel" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a>
+      <a id="readTensorflowModel(String,SparkSession,String,Boolean,Boolean,Array[String]):TensorflowWrapper"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>)</span><span class="result">: <a href="../../../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph#tfFile" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@tfFile:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadsLanguageModelGraph.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph">ReadsLanguageModelGraph</a> → <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="toString():String"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
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+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.context.PretrainedSpellModel">
+              <h3>Inherited from <a href="PretrainedSpellModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.PretrainedSpellModel">PretrainedSpellModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph">
+              <h3>Inherited from <a href="ReadsLanguageModelGraph.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph">ReadsLanguageModelGraph</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
+              <h3>Inherited from <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html
new file mode 100644
index 00000000000000..228b3a3c77e627
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html
@@ -0,0 +1,2935 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ContextSpellCheckerModel - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel</title>
+          <meta name="description" content="ContextSpellCheckerModel - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" />
+          <meta name="keywords" content="ContextSpellCheckerModel com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="ContextSpellCheckerModel$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">context</a></p>
+        <h1><a href="ContextSpellCheckerModel$.html" title="See companion object">ContextSpellCheckerModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="ContextSpellCheckerModel$.html" title="See companion object">object ContextSpellCheckerModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">package context</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ContextSpellCheckerModel</span><span class="result"> extends <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>] with <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a> with <a href="WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a> with <a href="../../../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> with <a href="HasTransducerFeatures.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="HasTransducerFeatures.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a>, <a href="../../../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a>, <a href="WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a>, <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>], <a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>], <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
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+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel"><span>ContextSpellCheckerModel</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures"><span>HasTransducerFeatures</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel"><span>WriteTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein"><span>WeightedLevenshtein</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="&lt;init&gt;:ContextSpellCheckerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ContextSpellCheckerModel</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$(feature:com.johnsnowlabs.nlp.serialization.TransducerSeqFeature):Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]"></a>
+      <a id="$$(TransducerSeqFeature):Seq[SpecialClassParser]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/TransducerSeqFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature">TransducerSeqFeature</a></span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@$$(feature:com.johnsnowlabs.nlp.serialization.TransducerSeqFeature):Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasTransducerFeatures.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="$$(TransducerFeature):ITransducer[Candidate]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/TransducerFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerFeature">TransducerFeature</a></span>)</span><span class="result">: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@$$(feature:com.johnsnowlabs.nlp.serialization.TransducerFeature):com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasTransducerFeatures.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a document and annotations and produces new annotations of this annotator's annotation type
+</p><div class="fullcomment"><div class="comment cmt"><p>takes a document and annotations and produces new annotations of this annotator's annotation type
+</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a> → <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein#backTrack" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="backTrack(dist:Array[Array[Float]],s2:String,s1:String,j:Int,i:Int,acc:Seq[(String,String)]):Seq[(String,String)]"></a>
+      <a id="backTrack(Array[Array[Float]],String,String,Int,Int,Seq[(String,String)]):Seq[(String,String)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">backTrack</span><span class="params">(<span name="dist">dist: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]]</span>, <span name="s2">s2: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="s1">s1: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="j">j: <span class="extype" name="scala.Int">Int</span></span>, <span name="i">i: <span class="extype" name="scala.Int">Int</span></span>, <span name="acc">acc: <span class="extype" name="scala.Seq">Seq</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>)]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@backTrack(dist:Array[Array[Float]],s2:String,s1:String,j:Int,i:Int,acc:Seq[(String,String)]):Seq[(String,String)]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#beforeAnnotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a> → <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#classes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="classes:com.johnsnowlabs.nlp.serialization.MapFeature[Int,(Int,Int)]"></a>
+      <a id="classes:MapFeature[Int,(Int,Int)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">classes</span><span class="result">: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="scala.Int">Int</span>, (<span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Int">Int</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@classes:com.johnsnowlabs.nlp.serialization.MapFeature[Int,(Int,Int)]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#computeTrellis" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="computeTrellis(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Array[Array[(String,Double,String)]]"></a>
+      <a id="computeTrellis(Seq[Annotation]):Array[Array[(String,Double,String)]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">computeTrellis</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Double">Double</span>, <span class="extype" name="java.lang.String">String</span>)]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@computeTrellis(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Array[Array[(String,Double,String)]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#configProtoBytes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="configProtoBytes:org.apache.spark.ml.param.IntArrayParam"></a>
+      <a id="configProtoBytes:IntArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">configProtoBytes</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntArrayParam">IntArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@configProtoBytes:org.apache.spark.ml.param.IntArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):ContextSpellCheckerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#decodeViterbi" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="decodeViterbi(trellis:Array[Array[(String,Double,String)]]):(Array[String],Double)"></a>
+      <a id="decodeViterbi(Array[Array[(String,Double,String)]]):(Array[String],Double)"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">decodeViterbi</span><span class="params">(<span name="trellis">trellis: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Double">Double</span>, <span class="extype" name="scala.Predef.String">String</span>)]]</span>)</span><span class="result">: (<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>], <span class="extype" name="scala.Double">Double</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@decodeViterbi(trellis:Array[Array[(String,Double,String)]]):(Array[String],Double)" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../../../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../../../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#gamma" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="gamma:org.apache.spark.ml.param.FloatParam"></a>
+      <a id="gamma:FloatParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">gamma</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.FloatParam">FloatParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@gamma:org.apache.spark.ml.param.FloatParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get(feature:com.johnsnowlabs.nlp.serialization.TransducerSeqFeature):Option[Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]]"></a>
+      <a id="get(TransducerSeqFeature):Option[Seq[SpecialClassParser]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/TransducerSeqFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature">TransducerSeqFeature</a></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Seq">Seq</span>[<a href="parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@get(feature:com.johnsnowlabs.nlp.serialization.TransducerSeqFeature):Option[Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasTransducerFeatures.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get(feature:com.johnsnowlabs.nlp.serialization.TransducerFeature):Option[com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]]"></a>
+      <a id="get(TransducerFeature):Option[ITransducer[Candidate]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/TransducerFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerFeature">TransducerFeature</a></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@get(feature:com.johnsnowlabs.nlp.serialization.TransducerFeature):Option[com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasTransducerFeatures.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#getClassCandidates" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getClassCandidates(transducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate],token:String,label:String,maxDist:Int,limit:Int):Seq[(String,String,Float)]"></a>
+      <a id="getClassCandidates(ITransducer[Candidate],String,String,Int,Int):Seq[(String,String,Float)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClassCandidates</span><span class="params">(<span name="transducer">transducer: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>, <span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="label">label: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="maxDist">maxDist: <span class="extype" name="scala.Int">Int</span></span>, <span name="limit">limit: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">2</span></span>)</span><span class="result">: <span class="extype" name="scala.collection.Seq">Seq</span>[(<span class="extype" name="java.lang.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Float">Float</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@getClassCandidates(transducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate],token:String,label:String,maxDist:Int,limit:Int):Seq[(String,String,Float)]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#getConfigProtoBytes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getConfigProtoBytes:Option[Array[Byte]]"></a>
+      <a id="getConfigProtoBytes:Option[Array[Byte]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getConfigProtoBytes</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@getConfigProtoBytes:Option[Array[Byte]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#getModelIfNotSet" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getModelIfNotSet:com.johnsnowlabs.ml.tensorflow.TensorflowSpell"></a>
+      <a id="getModelIfNotSet:TensorflowSpell"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getModelIfNotSet</span><span class="result">: <a href="../../../../ml/tensorflow/TensorflowSpell.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowSpell">TensorflowSpell</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@getModelIfNotSet:com.johnsnowlabs.ml.tensorflow.TensorflowSpell" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#getVocabCandidates" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getVocabCandidates(trans:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate],token:String,maxDist:Int):List[(String,String,Float)]"></a>
+      <a id="getVocabCandidates(ITransducer[Candidate],String,Int):List[(String,String,Float)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getVocabCandidates</span><span class="params">(<span name="trans">trans: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>, <span name="token">token: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="maxDist">maxDist: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.collection.immutable.List">List</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="java.lang.String">String</span>, <span class="extype" name="scala.Float">Float</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@getVocabCandidates(trans:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate],token:String,maxDist:Int):List[(String,String,Float)]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#idsVocab" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="idsVocab:com.johnsnowlabs.nlp.serialization.MapFeature[Int,String]"></a>
+      <a id="idsVocab:MapFeature[Int,String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">idsVocab</span><span class="result">: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@idsVocab:com.johnsnowlabs.nlp.serialization.MapFeature[Int,String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a> → <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
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+      <h4 class="signature">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein#learnDist" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="learnDist(String,String):Seq[(String,String)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">learnDist</span><span class="params">(<span name="s1">s1: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="s2">s2: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>)]</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@learnDist(s1:String,s2:String):Seq[(String,String)]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a></dd></dl></div>
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+      <a id="levenshteinDist(String,String)((String,String)⇒Float):Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">levenshteinDist</span><span class="params">(<span name="s11">s11: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="s22">s22: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="params">(<span name="cost">cost: (<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>) ⇒ <span class="extype" name="scala.Float">Float</span></span>)</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@levenshteinDist(s11:String,s22:String)(cost:(String,String)=&gt;Float):Float" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein#loadWeights" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="loadWeights(filename:String):Map[String,Map[String,Float]]"></a>
+      <a id="loadWeights(String):Map[String,Map[String,Float]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">loadWeights</span><span class="params">(<span name="filename">filename: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Float">Float</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@loadWeights(filename:String):Map[String,Map[String,Float]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a></dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@logName:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#maxCandidates" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="maxCandidates:org.apache.spark.ml.param.IntParam"></a>
+      <a id="maxCandidates:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxCandidates</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@maxCandidates:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#maxWindowLen" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="maxWindowLen:org.apache.spark.ml.param.IntParam"></a>
+      <a id="maxWindowLen:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxWindowLen</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@maxWindowLen:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#onWrite" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a> → <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:ContextSpellCheckerModel.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@outputAnnotatorType:ContextSpellCheckerModel.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a> → <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[ContextSpellCheckerModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#readModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="readModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,useBundle:Boolean):ContextSpellCheckerModel.this.type"></a>
+      <a id="readModel(String,SparkSession,String,Boolean):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@readModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,useBundle:Boolean):ContextSpellCheckerModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowModel" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a>
+      <a id="readTensorflowModel(String,SparkSession,String,Boolean,Boolean,Array[String]):TensorflowWrapper"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>)</span><span class="result">: <a href="../../../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(feature:com.johnsnowlabs.nlp.serialization.TransducerSeqFeature,value:Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]):HasTransducerFeatures.this.type"></a>
+      <a id="set(TransducerSeqFeature,Seq[SpecialClassParser]):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/TransducerSeqFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature">TransducerSeqFeature</a></span>, <span name="value">value: <span class="extype" name="scala.Seq">Seq</span>[<a href="parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@set(feature:com.johnsnowlabs.nlp.serialization.TransducerSeqFeature,value:Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]):HasTransducerFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasTransducerFeatures.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(feature:com.johnsnowlabs.nlp.serialization.TransducerFeature,value:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):HasTransducerFeatures.this.type"></a>
+      <a id="set(TransducerFeature,ITransducer[Candidate]):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/TransducerFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerFeature">TransducerFeature</a></span>, <span name="value">value: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@set(feature:com.johnsnowlabs.nlp.serialization.TransducerFeature,value:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):HasTransducerFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasTransducerFeatures.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#setClasses" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setClasses(c:Map[Int,(Int,Int)]):ContextSpellCheckerModel.this.type"></a>
+      <a id="setClasses(Map[Int,(Int,Int)]):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setClasses</span><span class="params">(<span name="c">c: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Int">Int</span>, (<span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Int">Int</span>)]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setClasses(c:Map[Int,(Int,Int)]):ContextSpellCheckerModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#setConfigProtoBytes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setConfigProtoBytes(bytes:Array[Int]):com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel"></a>
+      <a id="setConfigProtoBytes(Array[Int]):ContextSpellCheckerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setConfigProtoBytes</span><span class="params">(<span name="bytes">bytes: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setConfigProtoBytes(bytes:Array[Int]):com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(feature:com.johnsnowlabs.nlp.serialization.TransducerSeqFeature,value:()=&gt;Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]):HasTransducerFeatures.this.type"></a>
+      <a id="setDefault(TransducerSeqFeature,()⇒Seq[SpecialClassParser]):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/TransducerSeqFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature">TransducerSeqFeature</a></span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Seq">Seq</span>[<a href="parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setDefault(feature:com.johnsnowlabs.nlp.serialization.TransducerSeqFeature,value:()=&gt;Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]):HasTransducerFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasTransducerFeatures.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(feature:com.johnsnowlabs.nlp.serialization.TransducerFeature,value:()=&gt;com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):HasTransducerFeatures.this.type"></a>
+      <a id="setDefault(TransducerFeature,()⇒ITransducer[Candidate]):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/TransducerFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerFeature">TransducerFeature</a></span>, <span name="value">value: () ⇒ <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setDefault(feature:com.johnsnowlabs.nlp.serialization.TransducerFeature,value:()=&gt;com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):HasTransducerFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasTransducerFeatures.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#setGamma" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setGamma(g:Float):ContextSpellCheckerModel.this.type"></a>
+      <a id="setGamma(Float):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setGamma</span><span class="params">(<span name="g">g: <span class="extype" name="scala.Float">Float</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setGamma(g:Float):ContextSpellCheckerModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#setMaxWindowLen" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setMaxWindowLen(w:Int):ContextSpellCheckerModel.this.type"></a>
+      <a id="setMaxWindowLen(Int):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMaxWindowLen</span><span class="params">(<span name="w">w: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setMaxWindowLen(w:Int):ContextSpellCheckerModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#setModelIfNotSet" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper):ContextSpellCheckerModel.this.type"></a>
+      <a id="setModelIfNotSet(SparkSession,TensorflowWrapper):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setModelIfNotSet</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflow">tensorflow: <a href="../../../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper):ContextSpellCheckerModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[ContextSpellCheckerModel]):ContextSpellCheckerModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#setSpecialClassesTransducers" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setSpecialClassesTransducers(transducers:Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]):ContextSpellCheckerModel.this.type"></a>
+      <a id="setSpecialClassesTransducers(Seq[SpecialClassParser]):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setSpecialClassesTransducers</span><span class="params">(<span name="transducers">transducers: <span class="extype" name="scala.Seq">Seq</span>[<a href="parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setSpecialClassesTransducers(transducers:Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]):ContextSpellCheckerModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#setTradeOff" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setTradeOff(lambda:Float):ContextSpellCheckerModel.this.type"></a>
+      <a id="setTradeOff(Float):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setTradeOff</span><span class="params">(<span name="lambda">lambda: <span class="extype" name="scala.Float">Float</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setTradeOff(lambda:Float):ContextSpellCheckerModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#setUseNewLines" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setUseNewLines(useIt:Boolean):ContextSpellCheckerModel.this.type"></a>
+      <a id="setUseNewLines(Boolean):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setUseNewLines</span><span class="params">(<span name="useIt">useIt: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setUseNewLines(useIt:Boolean):ContextSpellCheckerModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#setVocabFreq" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setVocabFreq(v:Map[String,Double]):ContextSpellCheckerModel.this.type"></a>
+      <a id="setVocabFreq(Map[String,Double]):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setVocabFreq</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Double">Double</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setVocabFreq(v:Map[String,Double]):ContextSpellCheckerModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#setVocabIds" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setVocabIds(v:Map[String,Int]):ContextSpellCheckerModel.this.type"></a>
+      <a id="setVocabIds(Map[String,Int]):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setVocabIds</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Int">Int</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setVocabIds(v:Map[String,Int]):ContextSpellCheckerModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#setVocabTransducer" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setVocabTransducer(trans:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):ContextSpellCheckerModel.this.type"></a>
+      <a id="setVocabTransducer(ITransducer[Candidate]):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setVocabTransducer</span><span class="params">(<span name="trans">trans: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setVocabTransducer(trans:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):ContextSpellCheckerModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#setWeights" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setWeights(w:Map[String,Map[String,Float]]):ContextSpellCheckerModel.this.type"></a>
+      <a id="setWeights(Map[String,Map[String,Float]]):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setWeights</span><span class="params">(<span name="w">w: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Float">Float</span>]]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setWeights(w:Map[String,Map[String,Float]]):ContextSpellCheckerModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#setWordMaxDist" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setWordMaxDist(k:Int):ContextSpellCheckerModel.this.type"></a>
+      <a id="setWordMaxDist(Int):ContextSpellCheckerModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setWordMaxDist</span><span class="params">(<span name="k">k: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@setWordMaxDist(k:Int):ContextSpellCheckerModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#specialTransducers" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="specialTransducers:com.johnsnowlabs.nlp.serialization.TransducerSeqFeature"></a>
+      <a id="specialTransducers:TransducerSeqFeature"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">specialTransducers</span><span class="result">: <a href="../../../serialization/TransducerSeqFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature">TransducerSeqFeature</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@specialTransducers:com.johnsnowlabs.nlp.serialization.TransducerSeqFeature" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#tfFile" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="tfFile:String"></a>
+      <a id="tfFile:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tfFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@tfFile:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a> → <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#toOption" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="toOption(boolean:Boolean):Option[Boolean]"></a>
+      <a id="toOption(Boolean):Option[Boolean]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toOption</span><span class="params">(<span name="boolean">boolean: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Boolean">Boolean</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@toOption(boolean:Boolean):Option[Boolean]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#tradeoff" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="tradeoff:org.apache.spark.ml.param.FloatParam"></a>
+      <a id="tradeoff:FloatParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tradeoff</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.FloatParam">FloatParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@tradeoff:org.apache.spark.ml.param.FloatParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#transducer" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="transducer:com.johnsnowlabs.nlp.serialization.TransducerFeature"></a>
+      <a id="transducer:TransducerFeature"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transducer</span><span class="result">: <a href="../../../serialization/TransducerFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerFeature">TransducerFeature</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@transducer:com.johnsnowlabs.nlp.serialization.TransducerFeature" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#useNewLines" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="useNewLines:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="useNewLines:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">useNewLines</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@useNewLines:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#vocabFreq" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="vocabFreq:com.johnsnowlabs.nlp.serialization.MapFeature[String,Double]"></a>
+      <a id="vocabFreq:MapFeature[String,Double]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">vocabFreq</span><span class="result">: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Double">Double</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@vocabFreq:com.johnsnowlabs.nlp.serialization.MapFeature[String,Double]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#vocabIds" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="vocabIds:com.johnsnowlabs.nlp.serialization.MapFeature[String,Int]"></a>
+      <a id="vocabIds:MapFeature[String,Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">vocabIds</span><span class="result">: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@vocabIds:com.johnsnowlabs.nlp.serialization.MapFeature[String,Int]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein#wLevenshteinDist" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wLevenshteinDist(s1:String,s2:String,weights:Map[String,Map[String,Float]]):Float"></a>
+      <a id="wLevenshteinDist(String,String,Map[String,Map[String,Float]]):Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wLevenshteinDist</span><span class="params">(<span name="s1">s1: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="s2">s2: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="weights">weights: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Float">Float</span>]]</span>)</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@wLevenshteinDist(s1:String,s2:String,weights:Map[String,Map[String,Float]]):Float" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#weights" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="weights:com.johnsnowlabs.nlp.serialization.MapFeature[String,Map[String,Float]]"></a>
+      <a id="weights:MapFeature[String,Map[String,Float]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">weights</span><span class="result">: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Float">Float</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@weights:com.johnsnowlabs.nlp.serialization.MapFeature[String,Map[String,Float]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel#wordMaxDistance" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="wordMaxDistance:org.apache.spark.ml.param.IntParam"></a>
+      <a id="wordMaxDistance:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wordMaxDistance</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@wordMaxDistance:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel#writeTensorflowModel" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="writeTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,suffix:String,filename:String,configProtoBytes:Option[Array[Byte]]):Unit"></a>
+      <a id="writeTensorflowModel(String,SparkSession,TensorflowWrapper,String,String,Option[Array[Byte]]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">writeTensorflowModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflow">tensorflow: <a href="../../../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="filename">filename: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="configProtoBytes">configProtoBytes: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel@writeTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,suffix:String,filename:String,configProtoBytes:Option[Array[Byte]]):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">
+              <h3>Inherited from <a href="HasTransducerFeatures.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">
+              <h3>Inherited from <a href="../../../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">
+              <h3>Inherited from <a href="WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
+              <h3>Inherited from <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellRegistrator.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellRegistrator.html
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@@ -0,0 +1,521 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ContextSpellRegistrator - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator</title>
+          <meta name="description" content="ContextSpellRegistrator - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator" />
+          <meta name="keywords" content="ContextSpellRegistrator com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
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+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">context</a></p>
+        <h1>ContextSpellRegistrator</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">package context</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ContextSpellRegistrator</span><span class="result"> extends <span class="extype" name="org.apache.spark.serializer.KryoRegistrator">KryoRegistrator</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="org.apache.spark.serializer.KryoRegistrator">KryoRegistrator</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator"><span>ContextSpellRegistrator</span></li><li class="in" name="org.apache.spark.serializer.KryoRegistrator"><span>KryoRegistrator</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator"></a>
+      <a id="&lt;init&gt;:ContextSpellRegistrator"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ContextSpellRegistrator</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator#registerClasses" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="registerClasses(kryo:com.esotericsoftware.kryo.Kryo):Unit"></a>
+      <a id="registerClasses(Kryo):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">registerClasses</span><span class="params">(<span name="kryo">kryo: <span class="extype" name="com.esotericsoftware.kryo.Kryo">Kryo</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator@registerClasses(kryo:com.esotericsoftware.kryo.Kryo):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator">ContextSpellRegistrator</a> → KryoRegistrator</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
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+      <a id="wait():Unit"></a>
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+                <span class="name">@throws</span><span class="args">(<span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
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+        
+
+        
+        </div>
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+              <h3>Inherited from <span class="extype" name="org.apache.spark.serializer.KryoRegistrator">KryoRegistrator</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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+        
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+
+        <div id="groupedMembers">
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+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/CustomTransducerSerializer.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/CustomTransducerSerializer.html
new file mode 100644
index 00000000000000..a4a93a8e065a5e
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/CustomTransducerSerializer.html
@@ -0,0 +1,640 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>CustomTransducerSerializer - com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer</title>
+          <meta name="description" content="CustomTransducerSerializer - com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer" />
+          <meta name="keywords" content="CustomTransducerSerializer com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      
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+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">context</a></p>
+        <h1>CustomTransducerSerializer</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">package context</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">CustomTransducerSerializer</span><span class="result"> extends <span class="extype" name="com.esotericsoftware.kryo.Serializer">Serializer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Transducer">Transducer</span>[<span class="extype" name="com.github.liblevenshtein.proto.LibLevenshteinProtos.DawgNode">DawgNode</span>, <span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="com.esotericsoftware.kryo.Serializer">Serializer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Transducer">Transducer</span>[<span class="extype" name="com.github.liblevenshtein.proto.LibLevenshteinProtos.DawgNode">DawgNode</span>, <span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
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+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer"><span>CustomTransducerSerializer</span></li><li class="in" name="com.esotericsoftware.kryo.Serializer"><span>Serializer</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+          </div>
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+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
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+      <a id="&lt;init&gt;:CustomTransducerSerializer"></a>
+      <h4 class="signature">
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@##():Int" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+              
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+    </li><li name="com.esotericsoftware.kryo.Serializer#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(x$1:com.esotericsoftware.kryo.Kryo,x$2:T):T"></a>
+      <a id="copy(Kryo,Transducer[DawgNode,Candidate]):Transducer[DawgNode,Candidate]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="com.esotericsoftware.kryo.Kryo">Kryo</span></span>, <span name="arg1">arg1: <span class="extype" name="com.github.liblevenshtein.transducer.Transducer">Transducer</span>[<span class="extype" name="com.github.liblevenshtein.proto.LibLevenshteinProtos.DawgNode">DawgNode</span>, <span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>)</span><span class="result">: <span class="extype" name="com.github.liblevenshtein.transducer.Transducer">Transducer</span>[<span class="extype" name="com.github.liblevenshtein.proto.LibLevenshteinProtos.DawgNode">DawgNode</span>, <span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@copy(x$1:com.esotericsoftware.kryo.Kryo,x$2:T):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Serializer</dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.esotericsoftware.kryo.Serializer#getAcceptsNull" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getAcceptsNull():Boolean"></a>
+      <a id="getAcceptsNull():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getAcceptsNull</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@getAcceptsNull():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Serializer</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.esotericsoftware.kryo.Serializer#isImmutable" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isImmutable():Boolean"></a>
+      <a id="isImmutable():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isImmutable</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@isImmutable():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Serializer</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read(kryo:com.esotericsoftware.kryo.Kryo,input:com.esotericsoftware.kryo.io.Input,classType:Class[com.github.liblevenshtein.transducer.Transducer[com.github.liblevenshtein.proto.LibLevenshteinProtos.DawgNode,com.github.liblevenshtein.transducer.Candidate]]):com.github.liblevenshtein.transducer.Transducer[com.github.liblevenshtein.proto.LibLevenshteinProtos.DawgNode,com.github.liblevenshtein.transducer.Candidate]"></a>
+      <a id="read(Kryo,Input,Class[Transducer[DawgNode,Candidate]]):Transducer[DawgNode,Candidate]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="params">(<span name="kryo">kryo: <span class="extype" name="com.esotericsoftware.kryo.Kryo">Kryo</span></span>, <span name="input">input: <span class="extype" name="com.esotericsoftware.kryo.io.Input">Input</span></span>, <span name="classType">classType: <span class="extype" name="scala.Predef.Class">Class</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Transducer">Transducer</span>[<span class="extype" name="com.github.liblevenshtein.proto.LibLevenshteinProtos.DawgNode">DawgNode</span>, <span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]]</span>)</span><span class="result">: <span class="extype" name="com.github.liblevenshtein.transducer.Transducer">Transducer</span>[<span class="extype" name="com.github.liblevenshtein.proto.LibLevenshteinProtos.DawgNode">DawgNode</span>, <span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@read(kryo:com.esotericsoftware.kryo.Kryo,input:com.esotericsoftware.kryo.io.Input,classType:Class[com.github.liblevenshtein.transducer.Transducer[com.github.liblevenshtein.proto.LibLevenshteinProtos.DawgNode,com.github.liblevenshtein.transducer.Candidate]]):com.github.liblevenshtein.transducer.Transducer[com.github.liblevenshtein.proto.LibLevenshteinProtos.DawgNode,com.github.liblevenshtein.transducer.Candidate]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer">CustomTransducerSerializer</a> → Serializer</dd></dl></div>
+    </li><li name="com.esotericsoftware.kryo.Serializer#setAcceptsNull" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setAcceptsNull(x$1:Boolean):Unit"></a>
+      <a id="setAcceptsNull(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setAcceptsNull</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@setAcceptsNull(x$1:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Serializer</dd></dl></div>
+    </li><li name="com.esotericsoftware.kryo.Serializer#setGenerics" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setGenerics(x$1:com.esotericsoftware.kryo.Kryo,x$2:Array[Class[_]]):Unit"></a>
+      <a id="setGenerics(Kryo,Array[Class[_]]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setGenerics</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="com.esotericsoftware.kryo.Kryo">Kryo</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.Class">Class</span>[_]]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@setGenerics(x$1:com.esotericsoftware.kryo.Kryo,x$2:Array[Class[_]]):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Serializer</dd></dl></div>
+    </li><li name="com.esotericsoftware.kryo.Serializer#setImmutable" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setImmutable(x$1:Boolean):Unit"></a>
+      <a id="setImmutable(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setImmutable</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@setImmutable(x$1:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Serializer</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write(kryo:com.esotericsoftware.kryo.Kryo,output:com.esotericsoftware.kryo.io.Output,t:com.github.liblevenshtein.transducer.Transducer[com.github.liblevenshtein.proto.LibLevenshteinProtos.DawgNode,com.github.liblevenshtein.transducer.Candidate]):Unit"></a>
+      <a id="write(Kryo,Output,Transducer[DawgNode,Candidate]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="params">(<span name="kryo">kryo: <span class="extype" name="com.esotericsoftware.kryo.Kryo">Kryo</span></span>, <span name="output">output: <span class="extype" name="com.esotericsoftware.kryo.io.Output">Output</span></span>, <span name="t">t: <span class="extype" name="com.github.liblevenshtein.transducer.Transducer">Transducer</span>[<span class="extype" name="com.github.liblevenshtein.proto.LibLevenshteinProtos.DawgNode">DawgNode</span>, <span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer@write(kryo:com.esotericsoftware.kryo.Kryo,output:com.esotericsoftware.kryo.io.Output,t:com.github.liblevenshtein.transducer.Transducer[com.github.liblevenshtein.proto.LibLevenshteinProtos.DawgNode,com.github.liblevenshtein.transducer.Candidate]):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer">CustomTransducerSerializer</a> → Serializer</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.esotericsoftware.kryo.Serializer">
+              <h3>Inherited from <span class="extype" name="com.esotericsoftware.kryo.Serializer">Serializer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Transducer">Transducer</span>[<span class="extype" name="com.github.liblevenshtein.proto.LibLevenshteinProtos.DawgNode">DawgNode</span>, <span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/HasTransducerFeatures.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/HasTransducerFeatures.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/HasTransducerFeatures.html
@@ -0,0 +1,912 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>HasTransducerFeatures - com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures</title>
+          <meta name="description" content="HasTransducerFeatures - com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures" />
+          <meta name="keywords" content="HasTransducerFeatures com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">context</a></p>
+        <h1>HasTransducerFeatures</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">package context</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">HasTransducerFeatures</span><span class="result"> extends <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures"><span>HasTransducerFeatures</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$(feature:com.johnsnowlabs.nlp.serialization.TransducerSeqFeature):Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]"></a>
+      <a id="$$(TransducerSeqFeature):Seq[SpecialClassParser]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/TransducerSeqFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature">TransducerSeqFeature</a></span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@$$(feature:com.johnsnowlabs.nlp.serialization.TransducerSeqFeature):Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$(feature:com.johnsnowlabs.nlp.serialization.TransducerFeature):com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]"></a>
+      <a id="$$(TransducerFeature):ITransducer[Candidate]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/TransducerFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerFeature">TransducerFeature</a></span>)</span><span class="result">: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@$$(feature:com.johnsnowlabs.nlp.serialization.TransducerFeature):com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../../../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get(feature:com.johnsnowlabs.nlp.serialization.TransducerSeqFeature):Option[Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]]"></a>
+      <a id="get(TransducerSeqFeature):Option[Seq[SpecialClassParser]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/TransducerSeqFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature">TransducerSeqFeature</a></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Seq">Seq</span>[<a href="parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@get(feature:com.johnsnowlabs.nlp.serialization.TransducerSeqFeature):Option[Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get(feature:com.johnsnowlabs.nlp.serialization.TransducerFeature):Option[com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]]"></a>
+      <a id="get(TransducerFeature):Option[ITransducer[Candidate]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/TransducerFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerFeature">TransducerFeature</a></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@get(feature:com.johnsnowlabs.nlp.serialization.TransducerFeature):Option[com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(feature:com.johnsnowlabs.nlp.serialization.TransducerSeqFeature,value:Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]):HasTransducerFeatures.this.type"></a>
+      <a id="set(TransducerSeqFeature,Seq[SpecialClassParser]):HasTransducerFeatures.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/TransducerSeqFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature">TransducerSeqFeature</a></span>, <span name="value">value: <span class="extype" name="scala.Seq">Seq</span>[<a href="parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@set(feature:com.johnsnowlabs.nlp.serialization.TransducerSeqFeature,value:Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]):HasTransducerFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(feature:com.johnsnowlabs.nlp.serialization.TransducerFeature,value:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):HasTransducerFeatures.this.type"></a>
+      <a id="set(TransducerFeature,ITransducer[Candidate]):HasTransducerFeatures.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/TransducerFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerFeature">TransducerFeature</a></span>, <span name="value">value: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@set(feature:com.johnsnowlabs.nlp.serialization.TransducerFeature,value:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):HasTransducerFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):HasTransducerFeatures.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):HasTransducerFeatures.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):HasTransducerFeatures.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):HasTransducerFeatures.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(feature:com.johnsnowlabs.nlp.serialization.TransducerSeqFeature,value:()=&gt;Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]):HasTransducerFeatures.this.type"></a>
+      <a id="setDefault(TransducerSeqFeature,()⇒Seq[SpecialClassParser]):HasTransducerFeatures.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/TransducerSeqFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature">TransducerSeqFeature</a></span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Seq">Seq</span>[<a href="parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@setDefault(feature:com.johnsnowlabs.nlp.serialization.TransducerSeqFeature,value:()=&gt;Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]):HasTransducerFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(feature:com.johnsnowlabs.nlp.serialization.TransducerFeature,value:()=&gt;com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):HasTransducerFeatures.this.type"></a>
+      <a id="setDefault(TransducerFeature,()⇒ITransducer[Candidate]):HasTransducerFeatures.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/TransducerFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerFeature">TransducerFeature</a></span>, <span name="value">value: () ⇒ <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@setDefault(feature:com.johnsnowlabs.nlp.serialization.TransducerFeature,value:()=&gt;com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):HasTransducerFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):HasTransducerFeatures.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):HasTransducerFeatures.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):HasTransducerFeatures.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):HasTransducerFeatures.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/OpenClose.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/OpenClose.html
new file mode 100644
index 00000000000000..2fadbf0135ca0f
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/OpenClose.html
@@ -0,0 +1,493 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>OpenClose - com.johnsnowlabs.nlp.annotators.spell.context.OpenClose</title>
+          <meta name="description" content="OpenClose - com.johnsnowlabs.nlp.annotators.spell.context.OpenClose" />
+          <meta name="keywords" content="OpenClose com.johnsnowlabs.nlp.annotators.spell.context.OpenClose" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.context.OpenClose';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">context</a></p>
+        <h1>OpenClose</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">package context</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.OpenClose" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">OpenClose</span><span class="params">(<span name="open">open: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="close">close: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.OpenClose"><span>OpenClose</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.spell.context.OpenClose#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(open:String,close:String):com.johnsnowlabs.nlp.annotators.spell.context.OpenClose"></a>
+      <a id="&lt;init&gt;:OpenClose"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">OpenClose</span><span class="params">(<span name="open">open: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="close">close: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.OpenClose@&lt;init&gt;(open:String,close:String):com.johnsnowlabs.nlp.annotators.spell.context.OpenClose" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.OpenClose@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.OpenClose@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.OpenClose@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.OpenClose@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.OpenClose@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.OpenClose#close" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="close:String"></a>
+      <a id="close:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">close</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.OpenClose@close:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.OpenClose@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.OpenClose@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/PretrainedSpellModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/PretrainedSpellModel.html
new file mode 100644
index 00000000000000..4916856749b0b7
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/PretrainedSpellModel.html
@@ -0,0 +1,502 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PretrainedSpellModel - com.johnsnowlabs.nlp.annotators.spell.context.PretrainedSpellModel</title>
+          <meta name="description" content="PretrainedSpellModel - com.johnsnowlabs.nlp.annotators.spell.context.PretrainedSpellModel" />
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+    
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+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">context</a></p>
+        <h1>PretrainedSpellModel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">package context</a>
+          </div></span></h3><span class="permalink">
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+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
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+      <span class="symbol">
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+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ReadsLanguageModelGraph.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ReadsLanguageModelGraph.html
new file mode 100644
index 00000000000000..6e2356d96cd318
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ReadsLanguageModelGraph.html
@@ -0,0 +1,601 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ReadsLanguageModelGraph - com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph</title>
+          <meta name="description" content="ReadsLanguageModelGraph - com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph" />
+          <meta name="keywords" content="ReadsLanguageModelGraph com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">context</a></p>
+        <h1>ReadsLanguageModelGraph</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">package context</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ReadsLanguageModelGraph</span><span class="result"> extends <a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>] with <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
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+      <a id="==(x$1:Any):Boolean"></a>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
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+      <a id="clone():Object"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph@finalize():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
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+      <h4 class="signature">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph#readLanguageModelGraph" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="readLanguageModelGraph(instance:com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="readLanguageModelGraph(ContextSpellCheckerModel,String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readLanguageModelGraph</span><span class="params">(<span name="instance">instance: <a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph@readLanguageModelGraph(instance:com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel,path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowModel" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a>
+      <a id="readTensorflowModel(String,SparkSession,String,Boolean,Boolean,Array[String]):TensorflowWrapper"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>)</span><span class="result">: <a href="../../../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph@readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph#tfFile" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="tfFile:String"></a>
+      <a id="tfFile:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tfFile</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph@tfFile:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph">ReadsLanguageModelGraph</a> → <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
+              <h3>Inherited from <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/WeightedLevenshtein.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/WeightedLevenshtein.html
new file mode 100644
index 00000000000000..8c332cfc2f670d
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/WeightedLevenshtein.html
@@ -0,0 +1,570 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>WeightedLevenshtein - com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein</title>
+          <meta name="description" content="WeightedLevenshtein - com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein" />
+          <meta name="keywords" content="WeightedLevenshtein com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">context</a></p>
+        <h1>WeightedLevenshtein</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">package context</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WeightedLevenshtein</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>, <a href="ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="parser/DateToken$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken">DateToken</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein"><span>WeightedLevenshtein</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein#backTrack" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="backTrack(dist:Array[Array[Float]],s2:String,s1:String,j:Int,i:Int,acc:Seq[(String,String)]):Seq[(String,String)]"></a>
+      <a id="backTrack(Array[Array[Float]],String,String,Int,Int,Seq[(String,String)]):Seq[(String,String)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">backTrack</span><span class="params">(<span name="dist">dist: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]]</span>, <span name="s2">s2: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="s1">s1: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="j">j: <span class="extype" name="scala.Int">Int</span></span>, <span name="i">i: <span class="extype" name="scala.Int">Int</span></span>, <span name="acc">acc: <span class="extype" name="scala.Seq">Seq</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>)]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein@backTrack(dist:Array[Array[Float]],s2:String,s1:String,j:Int,i:Int,acc:Seq[(String,String)]):Seq[(String,String)]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein#learnDist" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="learnDist(s1:String,s2:String):Seq[(String,String)]"></a>
+      <a id="learnDist(String,String):Seq[(String,String)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">learnDist</span><span class="params">(<span name="s1">s1: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="s2">s2: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein@learnDist(s1:String,s2:String):Seq[(String,String)]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein#levenshteinDist" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="levenshteinDist(s11:String,s22:String)(cost:(String,String)=&gt;Float):Float"></a>
+      <a id="levenshteinDist(String,String)((String,String)⇒Float):Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">levenshteinDist</span><span class="params">(<span name="s11">s11: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="s22">s22: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="params">(<span name="cost">cost: (<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>) ⇒ <span class="extype" name="scala.Float">Float</span></span>)</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein@levenshteinDist(s11:String,s22:String)(cost:(String,String)=&gt;Float):Float" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein#loadWeights" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="loadWeights(filename:String):Map[String,Map[String,Float]]"></a>
+      <a id="loadWeights(String):Map[String,Map[String,Float]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">loadWeights</span><span class="params">(<span name="filename">filename: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Float">Float</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein@loadWeights(filename:String):Map[String,Map[String,Float]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein#wLevenshteinDist" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="wLevenshteinDist(s1:String,s2:String,weights:Map[String,Map[String,Float]]):Float"></a>
+      <a id="wLevenshteinDist(String,String,Map[String,Map[String,Float]]):Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wLevenshteinDist</span><span class="params">(<span name="s1">s1: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="s2">s2: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="weights">weights: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Float">Float</span>]]</span>)</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein@wLevenshteinDist(s1:String,s2:String,weights:Map[String,Map[String,Float]]):Float" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+<!DOCTYPE html >
+<html>
+        <head>
+          <title>context - com.johnsnowlabs.nlp.annotators.spell.context</title>
+          <meta name="description" content="context - com.johnsnowlabs.nlp.annotators.spell.context" />
+          <meta name="keywords" content="context com.johnsnowlabs.nlp.annotators.spell.context" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
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+              anchor_opt = '@' + anchor.substring(1);
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+        <body class="value">
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+        <img alt="Package" src="../../../../../../lib/package_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a></p>
+        <h1>context</h1><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.package" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
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+      </div>
+
+      <div id="template">
+        <div id="allMembers">
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+        <div id="types" class="types members">
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+      <a id="ContextSpellCheckerApproach:ContextSpellCheckerApproach"></a>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellRegistrator" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="ContextSpellRegistrator:ContextSpellRegistrator"></a>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.CustomTransducerSerializer" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.package@HasTransducerFeaturesextendsHasFeatures" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
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+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.OpenClose" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.package@OpenCloseextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
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+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.PretrainedSpellModel" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
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+      <a id="PretrainedSpellModel:PretrainedSpellModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.package@PretrainedSpellModelextendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.package@WeightedLevenshteinextendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+        <div id="values" class="values members">
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+        <a href="ContextSpellCheckerModel$.html"><span class="name">ContextSpellCheckerModel</span></a><span class="result"> extends <a href="ReadsLanguageModelGraph.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph">ReadsLanguageModelGraph</a> with <a href="PretrainedSpellModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.PretrainedSpellModel">PretrainedSpellModel</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
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+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <h4 class="signature">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.package@parser" title="Permalink" target="_top">
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+
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+        <div id="inheritedMembers">
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+        <div id="groupedMembers">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/AgeToken$.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/AgeToken$.html
new file mode 100644
index 00000000000000..b9b6fd89507245
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/AgeToken$.html
@@ -0,0 +1,609 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>AgeToken - com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken</title>
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+          <meta name="keywords" content="AgeToken com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
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+    
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+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">context</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser">parser</a></p>
+        <h1>AgeToken</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser">package parser</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AgeToken</span><span class="result"> extends <a href="RegexParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">RegexParser</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="RegexParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">RegexParser</a>, <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken"><span>AgeToken</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser"><span>RegexParser</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser"><span>SpecialClassParser</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+              </div><div id="ancestors">
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+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser#generateTransducer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="generateTransducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]"></a>
+      <a id="generateTransducer:ITransducer[Candidate]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">generateTransducer</span><span class="result">: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@generateTransducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="RegexParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">RegexParser</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken#label" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="label:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">label</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@label:String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken">AgeToken</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken#maxDist" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="maxDist:Int"></a>
+      <a id="maxDist:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxDist</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@maxDist:Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken">AgeToken</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken#regex" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="regex:String"></a>
+      <a id="regex:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">regex</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@regex:String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken">AgeToken</a> → <a href="RegexParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">RegexParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#replaceWithLabel" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="replaceWithLabel(tmp:String):String"></a>
+      <a id="replaceWithLabel(String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">replaceWithLabel</span><span class="params">(<span name="tmp">tmp: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@replaceWithLabel(tmp:String):String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#setTransducer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setTransducer(t:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser"></a>
+      <a id="setTransducer(ITransducer[Candidate]):SpecialClassParser"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setTransducer</span><span class="params">(<span name="t">t: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>)</span><span class="result">: <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@setTransducer(t:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken#transducer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]"></a>
+      <a id="transducer:ITransducer[Candidate]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transducer</span><span class="result">: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@transducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken">AgeToken</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">
+              <h3>Inherited from <a href="RegexParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">RegexParser</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">
+              <h3>Inherited from <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/DateToken$.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/DateToken$.html
new file mode 100644
index 00000000000000..ed0633139629cc
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/DateToken$.html
@@ -0,0 +1,730 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DateToken - com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken</title>
+          <meta name="description" content="DateToken - com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken" />
+          <meta name="keywords" content="DateToken com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">context</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser">parser</a></p>
+        <h1>DateToken</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser">package parser</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DateToken</span><span class="result"> extends <a href="RegexParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">RegexParser</a> with <a href="../WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a>, <a href="RegexParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">RegexParser</a>, <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken"><span>DateToken</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein"><span>WeightedLevenshtein</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser"><span>RegexParser</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser"><span>SpecialClassParser</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein#backTrack" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="backTrack(dist:Array[Array[Float]],s2:String,s1:String,j:Int,i:Int,acc:Seq[(String,String)]):Seq[(String,String)]"></a>
+      <a id="backTrack(Array[Array[Float]],String,String,Int,Int,Seq[(String,String)]):Seq[(String,String)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">backTrack</span><span class="params">(<span name="dist">dist: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]]</span>, <span name="s2">s2: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="s1">s1: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="j">j: <span class="extype" name="scala.Int">Int</span></span>, <span name="i">i: <span class="extype" name="scala.Int">Int</span></span>, <span name="acc">acc: <span class="extype" name="scala.Seq">Seq</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>)]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@backTrack(dist:Array[Array[Float]],s2:String,s1:String,j:Int,i:Int,acc:Seq[(String,String)]):Seq[(String,String)]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a></dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken#dateRegex" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="dateRegex:scala.util.matching.Regex"></a>
+      <a id="dateRegex:Regex"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dateRegex</span><span class="result">: <span class="extype" name="scala.util.matching.Regex">Regex</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@dateRegex:scala.util.matching.Regex" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser#generateTransducer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="generateTransducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]"></a>
+      <a id="generateTransducer:ITransducer[Candidate]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">generateTransducer</span><span class="result">: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@generateTransducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="RegexParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">RegexParser</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken#label" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="label:String"></a>
+      <a id="label:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">label</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@label:String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken">DateToken</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein#learnDist" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="learnDist(s1:String,s2:String):Seq[(String,String)]"></a>
+      <a id="learnDist(String,String):Seq[(String,String)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">learnDist</span><span class="params">(<span name="s1">s1: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="s2">s2: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@learnDist(s1:String,s2:String):Seq[(String,String)]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein#levenshteinDist" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="levenshteinDist(s11:String,s22:String)(cost:(String,String)=&gt;Float):Float"></a>
+      <a id="levenshteinDist(String,String)((String,String)⇒Float):Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">levenshteinDist</span><span class="params">(<span name="s11">s11: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="s22">s22: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="params">(<span name="cost">cost: (<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>) ⇒ <span class="extype" name="scala.Float">Float</span></span>)</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@levenshteinDist(s11:String,s22:String)(cost:(String,String)=&gt;Float):Float" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein#loadWeights" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="loadWeights(filename:String):Map[String,Map[String,Float]]"></a>
+      <a id="loadWeights(String):Map[String,Map[String,Float]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">loadWeights</span><span class="params">(<span name="filename">filename: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Float">Float</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@loadWeights(filename:String):Map[String,Map[String,Float]]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken#maxDist" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="maxDist:Int"></a>
+      <a id="maxDist:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxDist</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@maxDist:Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken">DateToken</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken#regex" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="regex:String"></a>
+      <a id="regex:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">regex</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@regex:String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken">DateToken</a> → <a href="RegexParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">RegexParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken#replaceWithLabel" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="replaceWithLabel(tmp:String):String"></a>
+      <a id="replaceWithLabel(String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">replaceWithLabel</span><span class="params">(<span name="tmp">tmp: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@replaceWithLabel(tmp:String):String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken">DateToken</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken#separate" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="separate(word:String):String"></a>
+      <a id="separate(String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">separate</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@separate(word:String):String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#setTransducer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setTransducer(t:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser"></a>
+      <a id="setTransducer(ITransducer[Candidate]):SpecialClassParser"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setTransducer</span><span class="params">(<span name="t">t: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>)</span><span class="result">: <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@setTransducer(t:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken#transducer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]"></a>
+      <a id="transducer:ITransducer[Candidate]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transducer</span><span class="result">: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@transducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken">DateToken</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein#wLevenshteinDist" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wLevenshteinDist(s1:String,s2:String,weights:Map[String,Map[String,Float]]):Float"></a>
+      <a id="wLevenshteinDist(String,String,Map[String,Map[String,Float]]):Float"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wLevenshteinDist</span><span class="params">(<span name="s1">s1: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="s2">s2: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="weights">weights: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Float">Float</span>]]</span>)</span><span class="result">: <span class="extype" name="scala.Float">Float</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@wLevenshteinDist(s1:String,s2:String,weights:Map[String,Map[String,Float]]):Float" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">
+              <h3>Inherited from <a href="../WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">
+              <h3>Inherited from <a href="RegexParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">RegexParser</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">
+              <h3>Inherited from <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/MedicationClass.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/MedicationClass.html
new file mode 100644
index 00000000000000..a9430c56f6042f
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/MedicationClass.html
@@ -0,0 +1,663 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>MedicationClass - com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass</title>
+          <meta name="description" content="MedicationClass - com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass" />
+          <meta name="keywords" content="MedicationClass com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">context</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser">parser</a></p>
+        <h1>MedicationClass</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser">package parser</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">MedicationClass</span><span class="result"> extends <a href="VocabParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser">VocabParser</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="VocabParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser">VocabParser</a>, <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass"><span>MedicationClass</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser"><span>VocabParser</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser"><span>SpecialClassParser</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(path:String):com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass"></a>
+      <a id="&lt;init&gt;:MedicationClass"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">MedicationClass</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@&lt;init&gt;(path:String):com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass"></a>
+      <a id="&lt;init&gt;:MedicationClass"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">MedicationClass</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser#generateTransducer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="generateTransducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]"></a>
+      <a id="generateTransducer:ITransducer[Candidate]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">generateTransducer</span><span class="result">: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@generateTransducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="VocabParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser">VocabParser</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass#label" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="label:String"></a>
+      <a id="label:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">label</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@label:String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass">MedicationClass</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser#loadCSV" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="loadCSV(path:String,col:Option[String]):scala.collection.immutable.Set[String]"></a>
+      <a id="loadCSV(String,Option[String]):Set[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">loadCSV</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="col">col: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="scala.collection.immutable.Set">Set</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@loadCSV(path:String,col:Option[String]):scala.collection.immutable.Set[String]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="VocabParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser">VocabParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass#maxDist" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="maxDist:Int"></a>
+      <a id="maxDist:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxDist</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@maxDist:Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass">MedicationClass</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
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+      </span>
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+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#replaceWithLabel" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="replaceWithLabel(tmp:String):String"></a>
+      <a id="replaceWithLabel(String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">replaceWithLabel</span><span class="params">(<span name="tmp">tmp: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@replaceWithLabel(tmp:String):String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#setTransducer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="kind">def</span>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@setTransducer(t:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
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+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass#transducer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]"></a>
+      <a id="transducer:ITransducer[Candidate]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transducer</span><span class="result">: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@transducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass">MedicationClass</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass#vocab" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="vocab:scala.collection.immutable.Set[String]"></a>
+      <a id="vocab:Set[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">var</span>
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+        <span class="name">vocab</span><span class="result">: <span class="extype" name="scala.collection.immutable.Set">Set</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@vocab:scala.collection.immutable.Set[String]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass">MedicationClass</a> → <a href="VocabParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser">VocabParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+            </div>
+
+        
+
+        
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+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
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+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">
+              <h3>Inherited from <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></h3>
+            </div><div class="parent" name="scala.AnyRef">
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+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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+        
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+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/NumberToken$.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/NumberToken$.html
new file mode 100644
index 00000000000000..d439df03a42db7
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/NumberToken$.html
@@ -0,0 +1,626 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NumberToken - com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken</title>
+          <meta name="description" content="NumberToken - com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken" />
+          <meta name="keywords" content="NumberToken com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">context</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser">parser</a></p>
+        <h1>NumberToken</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser">package parser</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NumberToken</span><span class="result"> extends <a href="RegexParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">RegexParser</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="RegexParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">RegexParser</a>, <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
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+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken"><span>NumberToken</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser"><span>RegexParser</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser"><span>SpecialClassParser</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser#generateTransducer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="generateTransducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]"></a>
+      <a id="generateTransducer:ITransducer[Candidate]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">generateTransducer</span><span class="result">: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@generateTransducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="RegexParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">RegexParser</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken#label" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="label:String"></a>
+      <a id="label:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">label</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@label:String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken">NumberToken</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken#maxDist" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="maxDist:Int"></a>
+      <a id="maxDist:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxDist</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@maxDist:Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken">NumberToken</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken#regex" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="regex:String"></a>
+      <a id="regex:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">regex</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@regex:String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken">NumberToken</a> → <a href="RegexParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">RegexParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken#replaceWithLabel" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="replaceWithLabel(tmp:String):String"></a>
+      <a id="replaceWithLabel(String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">replaceWithLabel</span><span class="params">(<span name="tmp">tmp: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@replaceWithLabel(tmp:String):String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken">NumberToken</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken#separate" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="separate(word:String):String"></a>
+      <a id="separate(String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">separate</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@separate(word:String):String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#setTransducer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setTransducer(t:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser"></a>
+      <a id="setTransducer(ITransducer[Candidate]):SpecialClassParser"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setTransducer</span><span class="params">(<span name="t">t: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>)</span><span class="result">: <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@setTransducer(t:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken#transducer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]"></a>
+      <a id="transducer:ITransducer[Candidate]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transducer</span><span class="result">: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@transducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken">NumberToken</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">
+              <h3>Inherited from <a href="RegexParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">RegexParser</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">
+              <h3>Inherited from <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/RegexParser.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/RegexParser.html
new file mode 100644
index 00000000000000..af7bc728952f29
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/RegexParser.html
@@ -0,0 +1,609 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>RegexParser - com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser</title>
+          <meta name="description" content="RegexParser - com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser" />
+          <meta name="keywords" content="RegexParser com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">context</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser">parser</a></p>
+        <h1>RegexParser</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser">package parser</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RegexParser</span><span class="result"> extends <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="AgeToken$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken">AgeToken</a>, <a href="DateToken$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken">DateToken</a>, <a href="NumberToken$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken">NumberToken</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser"><span>RegexParser</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser"><span>SpecialClassParser</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Abstract Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#label" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="label:String"></a>
+      <a id="label:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">label</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@label:String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#maxDist" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="maxDist:Int"></a>
+      <a id="maxDist:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxDist</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@maxDist:Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser#regex" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="regex:String"></a>
+      <a id="regex:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">regex</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@regex:String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#transducer" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="transducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]"></a>
+      <a id="transducer:ITransducer[Candidate]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transducer</span><span class="result">: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@transducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Concrete Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser#generateTransducer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="generateTransducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]"></a>
+      <a id="generateTransducer:ITransducer[Candidate]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">generateTransducer</span><span class="result">: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@generateTransducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">RegexParser</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#replaceWithLabel" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="replaceWithLabel(tmp:String):String"></a>
+      <a id="replaceWithLabel(String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">replaceWithLabel</span><span class="params">(<span name="tmp">tmp: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@replaceWithLabel(tmp:String):String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#setTransducer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setTransducer(t:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser"></a>
+      <a id="setTransducer(ITransducer[Candidate]):SpecialClassParser"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setTransducer</span><span class="params">(<span name="t">t: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>)</span><span class="result">: <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@setTransducer(t:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">
+              <h3>Inherited from <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/SpecialClassParser.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/SpecialClassParser.html
new file mode 100644
index 00000000000000..bb561de1a77491
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/SpecialClassParser.html
@@ -0,0 +1,590 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SpecialClassParser - com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser</title>
+          <meta name="description" content="SpecialClassParser - com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser" />
+          <meta name="keywords" content="SpecialClassParser com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">context</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser">parser</a></p>
+        <h1>SpecialClassParser</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser">package parser</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SpecialClassParser</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="AgeToken$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken">AgeToken</a>, <a href="DateToken$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken">DateToken</a>, <a href="MedicationClass.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass">MedicationClass</a>, <a href="NumberToken$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken">NumberToken</a>, <a href="RegexParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">RegexParser</a>, <a href="UnitToken$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken">UnitToken</a>, <a href="VocabParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser">VocabParser</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser"><span>SpecialClassParser</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Abstract Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#generateTransducer" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="generateTransducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]"></a>
+      <a id="generateTransducer:ITransducer[Candidate]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">generateTransducer</span><span class="result">: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser@generateTransducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#label" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="label:String"></a>
+      <a id="label:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">label</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser@label:String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#maxDist" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="maxDist:Int"></a>
+      <a id="maxDist:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxDist</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser@maxDist:Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#transducer" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="transducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]"></a>
+      <a id="transducer:ITransducer[Candidate]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transducer</span><span class="result">: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser@transducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Concrete Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser@notifyAll():Unit" title="Permalink" target="_top">
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+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#replaceWithLabel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="replaceWithLabel(String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">replaceWithLabel</span><span class="params">(<span name="tmp">tmp: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser@replaceWithLabel(tmp:String):String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#setTransducer" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="setTransducer(ITransducer[Candidate]):SpecialClassParser"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setTransducer</span><span class="params">(<span name="t">t: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser@setTransducer(t:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
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+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+        
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+        <div id="inheritedMembers">
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+        
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+
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/UnitToken$.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/UnitToken$.html
new file mode 100644
index 00000000000000..a4eb5a1342eb45
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/UnitToken$.html
@@ -0,0 +1,626 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>UnitToken - com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken</title>
+          <meta name="description" content="UnitToken - com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken" />
+          <meta name="keywords" content="UnitToken com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
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+      <script type="text/javascript" src="../../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">context</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser">parser</a></p>
+        <h1>UnitToken</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser">package parser</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">UnitToken</span><span class="result"> extends <a href="VocabParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser">VocabParser</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="VocabParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser">VocabParser</a>, <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
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+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken"><span>UnitToken</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser"><span>VocabParser</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser"><span>SpecialClassParser</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
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+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
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+        
+
+        
+
+        <div id="values" class="values members">
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+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser#generateTransducer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="generateTransducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]"></a>
+      <a id="generateTransducer:ITransducer[Candidate]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">generateTransducer</span><span class="result">: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@generateTransducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="VocabParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser">VocabParser</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken#label" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="label:String"></a>
+      <a id="label:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">label</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@label:String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken">UnitToken</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser#loadCSV" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="loadCSV(path:String,col:Option[String]):scala.collection.immutable.Set[String]"></a>
+      <a id="loadCSV(String,Option[String]):Set[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">loadCSV</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="col">col: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="scala.collection.immutable.Set">Set</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@loadCSV(path:String,col:Option[String]):scala.collection.immutable.Set[String]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="VocabParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser">VocabParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken#maxDist" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="maxDist:Int"></a>
+      <a id="maxDist:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxDist</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@maxDist:Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken">UnitToken</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#replaceWithLabel" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="replaceWithLabel(tmp:String):String"></a>
+      <a id="replaceWithLabel(String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">replaceWithLabel</span><span class="params">(<span name="tmp">tmp: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@replaceWithLabel(tmp:String):String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#setTransducer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setTransducer(t:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser"></a>
+      <a id="setTransducer(ITransducer[Candidate]):SpecialClassParser"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setTransducer</span><span class="params">(<span name="t">t: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>)</span><span class="result">: <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@setTransducer(t:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken#transducer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="transducer:ITransducer[Candidate]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@transducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken">UnitToken</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken#vocab" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="vocab:Set[String]"></a>
+      <a id="vocab:Set[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">vocab</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@vocab:Set[String]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken">UnitToken</a> → <a href="VocabParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser">VocabParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser">
+              <h3>Inherited from <a href="VocabParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser">VocabParser</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">
+              <h3>Inherited from <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/VocabParser.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/VocabParser.html
new file mode 100644
index 00000000000000..63dd208ea43540
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/VocabParser.html
@@ -0,0 +1,626 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>VocabParser - com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser</title>
+          <meta name="description" content="VocabParser - com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser" />
+          <meta name="keywords" content="VocabParser com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">context</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser">parser</a></p>
+        <h1>VocabParser</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser">package parser</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">VocabParser</span><span class="result"> extends <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="MedicationClass.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass">MedicationClass</a>, <a href="UnitToken$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken">UnitToken</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser"><span>VocabParser</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser"><span>SpecialClassParser</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Abstract Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#label" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="label:String"></a>
+      <a id="label:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">label</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@label:String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#maxDist" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="maxDist:Int"></a>
+      <a id="maxDist:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxDist</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@maxDist:Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#transducer" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="transducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]"></a>
+      <a id="transducer:ITransducer[Candidate]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transducer</span><span class="result">: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@transducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser#vocab" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="vocab:Set[String]"></a>
+      <a id="vocab:Set[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">vocab</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@vocab:Set[String]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Concrete Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser#generateTransducer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="generateTransducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]"></a>
+      <a id="generateTransducer:ITransducer[Candidate]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">generateTransducer</span><span class="result">: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@generateTransducer:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser">VocabParser</a> → <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser#loadCSV" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="loadCSV(path:String,col:Option[String]):scala.collection.immutable.Set[String]"></a>
+      <a id="loadCSV(String,Option[String]):Set[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">loadCSV</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="col">col: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="scala.collection.immutable.Set">Set</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@loadCSV(path:String,col:Option[String]):scala.collection.immutable.Set[String]" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#replaceWithLabel" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="replaceWithLabel(tmp:String):String"></a>
+      <a id="replaceWithLabel(String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">replaceWithLabel</span><span class="params">(<span name="tmp">tmp: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@replaceWithLabel(tmp:String):String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser#setTransducer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setTransducer(t:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser"></a>
+      <a id="setTransducer(ITransducer[Candidate]):SpecialClassParser"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setTransducer</span><span class="params">(<span name="t">t: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>)</span><span class="result">: <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@setTransducer(t:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
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+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+        <div id="inheritedMembers">
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+              <h3>Inherited from <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
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+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/package.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/package.html
new file mode 100644
index 00000000000000..aee6b3a00b729f
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/package.html
@@ -0,0 +1,240 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>parser - com.johnsnowlabs.nlp.annotators.spell.context.parser</title>
+          <meta name="description" content="parser - com.johnsnowlabs.nlp.annotators.spell.context.parser" />
+          <meta name="keywords" content="parser com.johnsnowlabs.nlp.annotators.spell.context.parser" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.context.parser.package';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Package" src="../../../../../../../lib/package_big.png" />
+        <p id="owner"><a href="../../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context">context</a></p>
+        <h1>parser</h1><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.package" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parser</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        
+        
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="MedicationClassextendsVocabParserwithSerializable"></a>
+      <a id="MedicationClass:MedicationClass"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">class</span>
+      </span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.package@MedicationClassextendsVocabParserwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="RegexParserextendsSpecialClassParser"></a>
+      <a id="RegexParser:RegexParser"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.package@RegexParserextendsSpecialClassParser" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="SpecialClassParserextendsAnyRef"></a>
+      <a id="SpecialClassParser:SpecialClassParser"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a href="SpecialClassParser.html"><span class="name">SpecialClassParser</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.package@SpecialClassParserextendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="VocabParserextendsSpecialClassParser"></a>
+      <a id="VocabParser:VocabParser"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a href="VocabParser.html"><span class="name">VocabParser</span></a><span class="result"> extends <a href="SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.package@VocabParserextendsSpecialClassParser" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="AgeToken"></a>
+      <a id="AgeToken:AgeToken"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="AgeToken$.html"><span class="name">AgeToken</span></a><span class="result"> extends <a href="RegexParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">RegexParser</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.package@AgeToken" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="DateToken:DateToken"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="DateToken$.html"><span class="name">DateToken</span></a><span class="result"> extends <a href="RegexParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">RegexParser</a> with <a href="../WeightedLevenshtein.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein">WeightedLevenshtein</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.package@DateToken" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="NumberToken"></a>
+      <a id="NumberToken:NumberToken"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="NumberToken$.html"><span class="name">NumberToken</span></a><span class="result"> extends <a href="RegexParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">RegexParser</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.package@NumberToken" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="UnitToken"></a>
+      <a id="UnitToken:UnitToken"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="UnitToken$.html"><span class="name">UnitToken</span></a><span class="result"> extends <a href="VocabParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser">VocabParser</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.context.parser.package@UnitToken" title="Permalink" target="_top">
+        <img src="../../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingApproach$.html
new file mode 100644
index 00000000000000..9b4e966ae5ddf5
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingApproach$.html
@@ -0,0 +1,532 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NorvigSweetingApproach - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach</title>
+          <meta name="description" content="NorvigSweetingApproach - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach" />
+          <meta name="keywords" content="NorvigSweetingApproach com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="NorvigSweetingApproach.html" title="See companion class"><img alt="Object/Class" src="../../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig">norvig</a></p>
+        <h1><a href="NorvigSweetingApproach.html" title="See companion class">NorvigSweetingApproach</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="NorvigSweetingApproach.html" title="See companion class">class NorvigSweetingApproach</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig">package norvig</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NorvigSweetingApproach</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="NorvigSweetingApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="NorvigSweetingApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="NorvigSweetingApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach"><span>NorvigSweetingApproach</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):NorvigSweetingApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="NorvigSweetingApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[NorvigSweetingApproach]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="NorvigSweetingApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="NorvigSweetingApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="NorvigSweetingApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingApproach.html
new file mode 100644
index 00000000000000..3110a013fc6b7d
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingApproach.html
@@ -0,0 +1,2171 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NorvigSweetingApproach - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach</title>
+          <meta name="description" content="NorvigSweetingApproach - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach" />
+          <meta name="keywords" content="NorvigSweetingApproach com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="NorvigSweetingApproach$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig">norvig</a></p>
+        <h1><a href="NorvigSweetingApproach$.html" title="See companion object">NorvigSweetingApproach</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="NorvigSweetingApproach$.html" title="See companion object">object NorvigSweetingApproach</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig">package norvig</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NorvigSweetingApproach</span><span class="result"> extends <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>] with <a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a>, <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>], <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach"><span>NorvigSweetingApproach</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams"><span>NorvigSweetingParams</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorApproach"><span>AnnotatorApproach</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="org.apache.spark.ml.Estimator"><span>Estimator</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach"></a>
+      <a id="&lt;init&gt;:NorvigSweetingApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NorvigSweetingApproach</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach"></a>
+      <a id="&lt;init&gt;:NorvigSweetingApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NorvigSweetingApproach</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#beforeTraining" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="beforeTraining(SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeTraining</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#caseSensitive" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="caseSensitive:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="caseSensitive:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">caseSensitive</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@caseSensitive:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):NorvigSweetingApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]"></a>
+      <a id="copy(ParamMap):Estimator[NorvigSweetingModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach#description" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="description:String"></a>
+      <a id="description:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">description</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@description:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a> → <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach#dictionary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="dictionary:com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam"></a>
+      <a id="dictionary:ExternalResourceParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dictionary</span><span class="result">: <a href="../../param/ExternalResourceParam.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam">ExternalResourceParam</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@dictionary:com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#doubleVariants" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="doubleVariants:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="doubleVariants:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">doubleVariants</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@doubleVariants:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#dupsLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dupsLimit:org.apache.spark.ml.param.IntParam"></a>
+      <a id="dupsLimit:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dupsLimit</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@dupsLimit:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_]):M"></a>
+      <a id="fit(Dataset[_]):NorvigSweetingModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <a href="NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@fit(dataset:org.apache.spark.sql.Dataset[_]):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]"></a>
+      <a id="fit(Dataset[_],Array[ParamMap]):Seq[NorvigSweetingModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMaps">paramMaps: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="fit(Dataset[_],ParamMap):NorvigSweetingModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M"></a>
+      <a id="fit(Dataset[_],ParamPair[_],ParamPair[_]*):NorvigSweetingModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#frequencyPriority" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="frequencyPriority:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="frequencyPriority:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">frequencyPriority</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@frequencyPriority:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getCaseSensitive" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getCaseSensitive:Boolean"></a>
+      <a id="getCaseSensitive:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getCaseSensitive</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@getCaseSensitive:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getDoubleVariants" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDoubleVariants:Boolean"></a>
+      <a id="getDoubleVariants:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDoubleVariants</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@getDoubleVariants:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getDupsLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDupsLimit:Int"></a>
+      <a id="getDupsLimit:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDupsLimit</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@getDupsLimit:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getFrequencyPriority" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getFrequencyPriority:Boolean"></a>
+      <a id="getFrequencyPriority:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFrequencyPriority</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@getFrequencyPriority:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getIntersections" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getIntersections:Int"></a>
+      <a id="getIntersections:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getIntersections</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@getIntersections:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getReductLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getReductLimit:Int"></a>
+      <a id="getReductLimit:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getReductLimit</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@getReductLimit:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getShortCircuit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getShortCircuit:Boolean"></a>
+      <a id="getShortCircuit:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getShortCircuit</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@getShortCircuit:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getVowelSwapLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getVowelSwapLimit:Int"></a>
+      <a id="getVowelSwapLimit:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getVowelSwapLimit</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@getVowelSwapLimit:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getWordSizeIgnore" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getWordSizeIgnore:Int"></a>
+      <a id="getWordSizeIgnore:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getWordSizeIgnore</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@getWordSizeIgnore:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[NorvigSweetingApproach.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@inputAnnotatorTypes:Array[NorvigSweetingApproach.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a> → <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#intersections" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="intersections:org.apache.spark.ml.param.IntParam"></a>
+      <a id="intersections:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">intersections</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@intersections:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@logName:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#onTrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onTrained(NorvigSweetingModel,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onTrained</span><span class="params">(<span name="model">model: <a href="NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:NorvigSweetingApproach.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@outputAnnotatorType:NorvigSweetingApproach.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a> → <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#reductLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="reductLimit:org.apache.spark.ml.param.IntParam"></a>
+      <a id="reductLimit:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">reductLimit</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@reductLimit:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):NorvigSweetingApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):NorvigSweetingApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):NorvigSweetingApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setCaseSensitive" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setCaseSensitive(value:Boolean):NorvigSweetingParams.this.type"></a>
+      <a id="setCaseSensitive(Boolean):NorvigSweetingApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setCaseSensitive</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@setCaseSensitive(value:Boolean):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):NorvigSweetingApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):NorvigSweetingApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach#setDictionary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setDictionary(path:String,tokenPattern:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):NorvigSweetingApproach.this.type"></a>
+      <a id="setDictionary(String,String,Format,Map[String,String]):NorvigSweetingApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDictionary</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="tokenPattern">tokenPattern: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;\\S+&quot;</span></span>, <span name="readAs">readAs: <a href="../../../util/io/ReadAs$.html#Format=com.johnsnowlabs.nlp.util.io.ReadAs.Value" class="extmbr" name="com.johnsnowlabs.nlp.util.io.ReadAs.Format">Format</a> = <span class="symbol"><span class="name"><a href="../../../../../package.html">ReadAs.LINE_BY_LINE</a></span></span></span>, <span name="options">options: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Map(&quot;format&quot; -&gt; &quot;text&quot;)</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@setDictionary(path:String,tokenPattern:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):NorvigSweetingApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach#setDictionary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setDictionary(value:com.johnsnowlabs.nlp.util.io.ExternalResource):NorvigSweetingApproach.this.type"></a>
+      <a id="setDictionary(ExternalResource):NorvigSweetingApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDictionary</span><span class="params">(<span name="value">value: <a href="../../../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@setDictionary(value:com.johnsnowlabs.nlp.util.io.ExternalResource):NorvigSweetingApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setDoubleVariants" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDoubleVariants(value:Boolean):NorvigSweetingParams.this.type"></a>
+      <a id="setDoubleVariants(Boolean):NorvigSweetingApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDoubleVariants</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@setDoubleVariants(value:Boolean):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setDupsLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDupsLimit(value:Int):NorvigSweetingParams.this.type"></a>
+      <a id="setDupsLimit(Int):NorvigSweetingApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDupsLimit</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@setDupsLimit(value:Int):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setFrequencyPriority" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setFrequencyPriority(value:Boolean):NorvigSweetingParams.this.type"></a>
+      <a id="setFrequencyPriority(Boolean):NorvigSweetingApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setFrequencyPriority</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@setFrequencyPriority(value:Boolean):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):NorvigSweetingApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):NorvigSweetingApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setIntersections" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setIntersections(value:Int):NorvigSweetingParams.this.type"></a>
+      <a id="setIntersections(Int):NorvigSweetingApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setIntersections</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@setIntersections(value:Int):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):NorvigSweetingApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setReductLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setReductLimit(value:Int):NorvigSweetingParams.this.type"></a>
+      <a id="setReductLimit(Int):NorvigSweetingApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setReductLimit</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@setReductLimit(value:Int):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setShortCircuit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setShortCircuit(value:Boolean):NorvigSweetingParams.this.type"></a>
+      <a id="setShortCircuit(Boolean):NorvigSweetingApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setShortCircuit</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@setShortCircuit(value:Boolean):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setVowelSwapLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setVowelSwapLimit(value:Int):NorvigSweetingParams.this.type"></a>
+      <a id="setVowelSwapLimit(Int):NorvigSweetingApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setVowelSwapLimit</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@setVowelSwapLimit(value:Int):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setWordSizeIgnore" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setWordSizeIgnore(value:Int):NorvigSweetingParams.this.type"></a>
+      <a id="setWordSizeIgnore(Int):NorvigSweetingApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setWordSizeIgnore</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@setWordSizeIgnore(value:Int):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#shortCircuit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="shortCircuit:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="shortCircuit:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">shortCircuit</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@shortCircuit:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach#train" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel"></a>
+      <a id="train(Dataset[_],Option[PipelineModel]):NorvigSweetingModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">train</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursivePipeline">recursivePipeline: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</span>)</span><span class="result">: <a href="NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a> → <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#vowelSwapLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="vowelSwapLimit:org.apache.spark.ml.param.IntParam"></a>
+      <a id="vowelSwapLimit:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">vowelSwapLimit</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@vowelSwapLimit:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#wordSizeIgnore" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
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+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
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+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
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+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
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+            </div><div class="parent" name="org.apache.spark.ml.Estimator">
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+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
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+            </div><div class="parent" name="scala.Serializable">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingModel$.html
new file mode 100644
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingModel$.html
@@ -0,0 +1,570 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NorvigSweetingModel - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel</title>
+          <meta name="description" content="NorvigSweetingModel - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" />
+          <meta name="keywords" content="NorvigSweetingModel com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+              anchor_opt = '@' + anchor.substring(1);
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+        <body class="value">
+      <div id="definition">
+        <a href="NorvigSweetingModel.html" title="See companion class"><img alt="Object/Class" src="../../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig">norvig</a></p>
+        <h1><a href="NorvigSweetingModel.html" title="See companion class">NorvigSweetingModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="NorvigSweetingModel.html" title="See companion class">class NorvigSweetingModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig">package norvig</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
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+      <span class="symbol">
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+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
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+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
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+        <div id="visbl">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
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+        <span class="modifier">final </span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((NorvigSweetingModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.PretrainedNorvigSweeting#pretrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+        
+
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+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.norvig.PretrainedNorvigSweeting">
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+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>]</h3>
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+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
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+              <h3>Ungrouped</h3>
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+
+      </div>
+
+      <div id="tooltip"></div>
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+      <div id="footer">  </div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingModel.html
new file mode 100644
index 00000000000000..9bd3fa95f9368b
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingModel.html
@@ -0,0 +1,2741 @@
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+          <meta name="keywords" content="NorvigSweetingModel com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" />
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+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="NorvigSweetingModel$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig">norvig</a></p>
+        <h1><a href="NorvigSweetingModel$.html" title="See companion object">NorvigSweetingModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="NorvigSweetingModel$.html" title="See companion object">object NorvigSweetingModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig">package norvig</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NorvigSweetingModel</span><span class="result"> extends <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>] with <a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a>, <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>], <a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>], <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel"><span>NorvigSweetingModel</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams"><span>NorvigSweetingParams</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel"></a>
+      <a id="&lt;init&gt;:NorvigSweetingModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NorvigSweetingModel</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type
+</p></div></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel"></a>
+      <a id="&lt;init&gt;:NorvigSweetingModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NorvigSweetingModel</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a document and annotations and produces new annotations of this annotator's annotation type</p><div class="fullcomment"><div class="comment cmt"><p>takes a document and annotations and produces new annotations of this annotator's annotation type</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a> → <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#caseSensitive" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="caseSensitive:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="caseSensitive:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">caseSensitive</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@caseSensitive:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel#checkSpellWord" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="checkSpellWord(raw:String):(String,Double)"></a>
+      <a id="checkSpellWord(String):(String,Double)"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSpellWord</span><span class="params">(<span name="raw">raw: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: (<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Double">Double</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@checkSpellWord(raw:String):(String,Double)" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel#computeDoubleVariants" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="computeDoubleVariants(word:String):Set[String]"></a>
+      <a id="computeDoubleVariants(String):Set[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">computeDoubleVariants</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@computeDoubleVariants(word:String):Set[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">variants of variants of a word</p>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):NorvigSweetingModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../../../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#doubleVariants" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="doubleVariants:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="doubleVariants:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">doubleVariants</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@doubleVariants:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#dupsLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dupsLimit:org.apache.spark.ml.param.IntParam"></a>
+      <a id="dupsLimit:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dupsLimit</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@dupsLimit:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../../../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#frequencyPriority" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="frequencyPriority:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="frequencyPriority:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">frequencyPriority</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@frequencyPriority:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getCaseSensitive" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getCaseSensitive:Boolean"></a>
+      <a id="getCaseSensitive:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getCaseSensitive</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@getCaseSensitive:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getDoubleVariants" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDoubleVariants:Boolean"></a>
+      <a id="getDoubleVariants:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDoubleVariants</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@getDoubleVariants:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getDupsLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDupsLimit:Int"></a>
+      <a id="getDupsLimit:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDupsLimit</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@getDupsLimit:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel#getFrequencyOrHammingRecommendation" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getFrequencyOrHammingRecommendation(wordsByFrequency:List[(String,Long)],wordsByHamming:List[(String,Long)],input:String):(Option[String],Double)"></a>
+      <a id="getFrequencyOrHammingRecommendation(List[(String,Long)],List[(String,Long)],String):(Option[String],Double)"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFrequencyOrHammingRecommendation</span><span class="params">(<span name="wordsByFrequency">wordsByFrequency: <span class="extype" name="scala.List">List</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>)]</span>, <span name="wordsByHamming">wordsByHamming: <span class="extype" name="scala.List">List</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>)]</span>, <span name="input">input: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: (<span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>], <span class="extype" name="scala.Double">Double</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@getFrequencyOrHammingRecommendation(wordsByFrequency:List[(String,Long)],wordsByHamming:List[(String,Long)],input:String):(Option[String],Double)" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getFrequencyPriority" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getFrequencyPriority:Boolean"></a>
+      <a id="getFrequencyPriority:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFrequencyPriority</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@getFrequencyPriority:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getIntersections" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getIntersections:Int"></a>
+      <a id="getIntersections:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getIntersections</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@getIntersections:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getReductLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getReductLimit:Int"></a>
+      <a id="getReductLimit:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getReductLimit</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@getReductLimit:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel#getResult" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getResult(wordsByFrequency:List[(String,Long)],wordsByHamming:List[(String,Long)],input:String):(String,Double)"></a>
+      <a id="getResult(List[(String,Long)],List[(String,Long)],String):(String,Double)"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getResult</span><span class="params">(<span name="wordsByFrequency">wordsByFrequency: <span class="extype" name="scala.List">List</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>)]</span>, <span name="wordsByHamming">wordsByHamming: <span class="extype" name="scala.List">List</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>)]</span>, <span name="input">input: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: (<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Double">Double</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@getResult(wordsByFrequency:List[(String,Long)],wordsByHamming:List[(String,Long)],input:String):(String,Double)" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel#getResultByFrequency" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getResultByFrequency(wordsByFrequency:List[(String,Long)]):(Option[String],Double)"></a>
+      <a id="getResultByFrequency(List[(String,Long)]):(Option[String],Double)"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getResultByFrequency</span><span class="params">(<span name="wordsByFrequency">wordsByFrequency: <span class="extype" name="scala.List">List</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>)]</span>)</span><span class="result">: (<span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>], <span class="extype" name="scala.Double">Double</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@getResultByFrequency(wordsByFrequency:List[(String,Long)]):(Option[String],Double)" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel#getResultByHamming" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getResultByHamming(wordsByHamming:List[(String,Long)]):(Option[String],Double)"></a>
+      <a id="getResultByHamming(List[(String,Long)]):(Option[String],Double)"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getResultByHamming</span><span class="params">(<span name="wordsByHamming">wordsByHamming: <span class="extype" name="scala.List">List</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>)]</span>)</span><span class="result">: (<span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>], <span class="extype" name="scala.Double">Double</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@getResultByHamming(wordsByHamming:List[(String,Long)]):(Option[String],Double)" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel#getScoreFrequency" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getScoreFrequency(word:String):Double"></a>
+      <a id="getScoreFrequency(String):Double"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getScoreFrequency</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Double">Double</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@getScoreFrequency(word:String):Double" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getShortCircuit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getShortCircuit:Boolean"></a>
+      <a id="getShortCircuit:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getShortCircuit</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@getShortCircuit:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel#getSortedWordsByFrequency" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getSortedWordsByFrequency(words:List[String],input:String):List[(String,Long)]"></a>
+      <a id="getSortedWordsByFrequency(List[String],String):List[(String,Long)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getSortedWordsByFrequency</span><span class="params">(<span name="words">words: <span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="input">input: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.List">List</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@getSortedWordsByFrequency(words:List[String],input:String):List[(String,Long)]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel#getSortedWordsByHamming" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getSortedWordsByHamming(words:List[String],input:String):List[(String,Long)]"></a>
+      <a id="getSortedWordsByHamming(List[String],String):List[(String,Long)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getSortedWordsByHamming</span><span class="params">(<span name="words">words: <span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="input">input: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.List">List</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@getSortedWordsByHamming(words:List[String],input:String):List[(String,Long)]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getVowelSwapLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getVowelSwapLimit:Int"></a>
+      <a id="getVowelSwapLimit:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getVowelSwapLimit</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@getVowelSwapLimit:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel#getWordCount" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getWordCount:Map[String,Long]"></a>
+      <a id="getWordCount:Map[String,Long]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getWordCount</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@getWordCount:Map[String,Long]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getWordSizeIgnore" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getWordSizeIgnore:Int"></a>
+      <a id="getWordSizeIgnore:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getWordSizeIgnore</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@getWordSizeIgnore:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[NorvigSweetingModel.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@inputAnnotatorTypes:Array[NorvigSweetingModel.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a> → <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#intersections" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="intersections:org.apache.spark.ml.param.IntParam"></a>
+      <a id="intersections:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">intersections</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@intersections:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
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+      <h4 class="signature">
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
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+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@logName:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel#normalizeFrequencyValue" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="normalizeFrequencyValue(value:Long):Double"></a>
+      <a id="normalizeFrequencyValue(Long):Double"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">normalizeFrequencyValue</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Double">Double</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@normalizeFrequencyValue(value:Long):Double" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:NorvigSweetingModel.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@outputAnnotatorType:NorvigSweetingModel.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a> → <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[NorvigSweetingModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#reductLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="reductLimit:org.apache.spark.ml.param.IntParam"></a>
+      <a id="reductLimit:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">reductLimit</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@reductLimit:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setCaseSensitive" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setCaseSensitive(value:Boolean):NorvigSweetingParams.this.type"></a>
+      <a id="setCaseSensitive(Boolean):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setCaseSensitive</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@setCaseSensitive(value:Boolean):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setDoubleVariants" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDoubleVariants(value:Boolean):NorvigSweetingParams.this.type"></a>
+      <a id="setDoubleVariants(Boolean):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDoubleVariants</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@setDoubleVariants(value:Boolean):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setDupsLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDupsLimit(value:Int):NorvigSweetingParams.this.type"></a>
+      <a id="setDupsLimit(Int):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDupsLimit</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@setDupsLimit(value:Int):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setFrequencyPriority" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setFrequencyPriority(value:Boolean):NorvigSweetingParams.this.type"></a>
+      <a id="setFrequencyPriority(Boolean):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setFrequencyPriority</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@setFrequencyPriority(value:Boolean):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setIntersections" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setIntersections(value:Int):NorvigSweetingParams.this.type"></a>
+      <a id="setIntersections(Int):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setIntersections</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@setIntersections(value:Int):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[NorvigSweetingModel]):NorvigSweetingModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setReductLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setReductLimit(value:Int):NorvigSweetingParams.this.type"></a>
+      <a id="setReductLimit(Int):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setReductLimit</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@setReductLimit(value:Int):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setShortCircuit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setShortCircuit(value:Boolean):NorvigSweetingParams.this.type"></a>
+      <a id="setShortCircuit(Boolean):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setShortCircuit</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@setShortCircuit(value:Boolean):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setVowelSwapLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setVowelSwapLimit(value:Int):NorvigSweetingParams.this.type"></a>
+      <a id="setVowelSwapLimit(Int):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setVowelSwapLimit</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@setVowelSwapLimit(value:Int):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel#setWordCount" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setWordCount(value:Map[String,Long]):NorvigSweetingModel.this.type"></a>
+      <a id="setWordCount(Map[String,Long]):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setWordCount</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@setWordCount(value:Map[String,Long]):NorvigSweetingModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setWordSizeIgnore" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setWordSizeIgnore(value:Int):NorvigSweetingParams.this.type"></a>
+      <a id="setWordSizeIgnore(Int):NorvigSweetingModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setWordSizeIgnore</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@setWordSizeIgnore(value:Int):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#shortCircuit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="shortCircuit:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="shortCircuit:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">shortCircuit</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@shortCircuit:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#vowelSwapLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="vowelSwapLimit:org.apache.spark.ml.param.IntParam"></a>
+      <a id="vowelSwapLimit:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">vowelSwapLimit</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@vowelSwapLimit:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a id="wordCount:MapFeature[String,Long]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@wordCount:com.johnsnowlabs.nlp.serialization.MapFeature[String,Long]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#wordSizeIgnore" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="wordSizeIgnore:IntParam"></a>
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+      <span class="modifier_kind">
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+        <span class="kind">val</span>
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+      <span class="symbol">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@wordSizeIgnore:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">
+              <h3>Inherited from <a href="NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html
new file mode 100644
index 00000000000000..1a825958d71cb9
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html
@@ -0,0 +1,1363 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>NorvigSweetingParams - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams</title>
+          <meta name="description" content="NorvigSweetingParams - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams" />
+          <meta name="keywords" content="NorvigSweetingParams com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig">norvig</a></p>
+        <h1>NorvigSweetingParams</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig">package norvig</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NorvigSweetingParams</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="NorvigSweetingApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>, <a href="NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
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+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams"><span>NorvigSweetingParams</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
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+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Abstract Value Members</h3>
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+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.Params"></a>
+      <a id="copy(ParamMap):Params"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.Params" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#uid" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Concrete Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#caseSensitive" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="caseSensitive:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="caseSensitive:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">caseSensitive</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@caseSensitive:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):NorvigSweetingParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#doubleVariants" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="doubleVariants:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="doubleVariants:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">doubleVariants</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@doubleVariants:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#dupsLimit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="dupsLimit:org.apache.spark.ml.param.IntParam"></a>
+      <a id="dupsLimit:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dupsLimit</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@dupsLimit:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#frequencyPriority" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="frequencyPriority:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="frequencyPriority:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">frequencyPriority</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@frequencyPriority:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getCaseSensitive" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getCaseSensitive:Boolean"></a>
+      <a id="getCaseSensitive:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getCaseSensitive</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@getCaseSensitive:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getDoubleVariants" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getDoubleVariants:Boolean"></a>
+      <a id="getDoubleVariants:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDoubleVariants</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@getDoubleVariants:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getDupsLimit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getDupsLimit:Int"></a>
+      <a id="getDupsLimit:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDupsLimit</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@getDupsLimit:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getFrequencyPriority" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getFrequencyPriority:Boolean"></a>
+      <a id="getFrequencyPriority:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFrequencyPriority</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@getFrequencyPriority:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getIntersections" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getIntersections:Int"></a>
+      <a id="getIntersections:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getIntersections</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@getIntersections:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getReductLimit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getReductLimit:Int"></a>
+      <a id="getReductLimit:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getReductLimit</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@getReductLimit:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getShortCircuit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getShortCircuit:Boolean"></a>
+      <a id="getShortCircuit:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getShortCircuit</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@getShortCircuit:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getVowelSwapLimit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getVowelSwapLimit:Int"></a>
+      <a id="getVowelSwapLimit:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getVowelSwapLimit</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@getVowelSwapLimit:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#getWordSizeIgnore" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getWordSizeIgnore:Int"></a>
+      <a id="getWordSizeIgnore:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getWordSizeIgnore</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@getWordSizeIgnore:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#intersections" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="intersections:org.apache.spark.ml.param.IntParam"></a>
+      <a id="intersections:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">intersections</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@intersections:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#reductLimit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="reductLimit:org.apache.spark.ml.param.IntParam"></a>
+      <a id="reductLimit:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">reductLimit</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@reductLimit:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):NorvigSweetingParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):NorvigSweetingParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):NorvigSweetingParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setCaseSensitive" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setCaseSensitive(value:Boolean):NorvigSweetingParams.this.type"></a>
+      <a id="setCaseSensitive(Boolean):NorvigSweetingParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setCaseSensitive</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@setCaseSensitive(value:Boolean):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):NorvigSweetingParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):NorvigSweetingParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setDoubleVariants" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setDoubleVariants(value:Boolean):NorvigSweetingParams.this.type"></a>
+      <a id="setDoubleVariants(Boolean):NorvigSweetingParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDoubleVariants</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@setDoubleVariants(value:Boolean):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setDupsLimit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setDupsLimit(value:Int):NorvigSweetingParams.this.type"></a>
+      <a id="setDupsLimit(Int):NorvigSweetingParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDupsLimit</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@setDupsLimit(value:Int):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setFrequencyPriority" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setFrequencyPriority(value:Boolean):NorvigSweetingParams.this.type"></a>
+      <a id="setFrequencyPriority(Boolean):NorvigSweetingParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setFrequencyPriority</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@setFrequencyPriority(value:Boolean):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setIntersections" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setIntersections(value:Int):NorvigSweetingParams.this.type"></a>
+      <a id="setIntersections(Int):NorvigSweetingParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setIntersections</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@setIntersections(value:Int):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setReductLimit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setReductLimit(value:Int):NorvigSweetingParams.this.type"></a>
+      <a id="setReductLimit(Int):NorvigSweetingParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setReductLimit</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@setReductLimit(value:Int):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setShortCircuit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setShortCircuit(value:Boolean):NorvigSweetingParams.this.type"></a>
+      <a id="setShortCircuit(Boolean):NorvigSweetingParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setShortCircuit</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@setShortCircuit(value:Boolean):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setVowelSwapLimit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setVowelSwapLimit(value:Int):NorvigSweetingParams.this.type"></a>
+      <a id="setVowelSwapLimit(Int):NorvigSweetingParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setVowelSwapLimit</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@setVowelSwapLimit(value:Int):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#setWordSizeIgnore" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setWordSizeIgnore(value:Int):NorvigSweetingParams.this.type"></a>
+      <a id="setWordSizeIgnore(Int):NorvigSweetingParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setWordSizeIgnore</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@setWordSizeIgnore(value:Int):NorvigSweetingParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams#shortCircuit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="shortCircuit:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="shortCircuit:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">shortCircuit</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@shortCircuit:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/PretrainedNorvigSweeting.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/PretrainedNorvigSweeting.html
new file mode 100644
index 00000000000000..2c1875e2807094
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/PretrainedNorvigSweeting.html
@@ -0,0 +1,502 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PretrainedNorvigSweeting - com.johnsnowlabs.nlp.annotators.spell.norvig.PretrainedNorvigSweeting</title>
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+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig">norvig</a></p>
+        <h1>PretrainedNorvigSweeting</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig">package norvig</a>
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+        <span class="kind">trait</span>
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+      <span class="symbol">
+        <span class="name">PretrainedNorvigSweeting</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="clone():AnyRef"></a>
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+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.PretrainedNorvigSweeting@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+          <meta name="keywords" content="norvig com.johnsnowlabs.nlp.annotators.spell.norvig" />
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+        <body class="value">
+      <div id="definition">
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+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a></p>
+        <h1>norvig</h1><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.norvig.package" title="Permalink" target="_top">
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+<html>
+        <head>
+          <title>spell - com.johnsnowlabs.nlp.annotators.spell</title>
+          <meta name="description" content="spell - com.johnsnowlabs.nlp.annotators.spell" />
+          <meta name="keywords" content="spell com.johnsnowlabs.nlp.annotators.spell" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
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+      <script type="text/javascript">
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+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Package" src="../../../../../lib/package_big.png" />
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1>spell</h1><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.package" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+      </div>
+
+      <h4 id="signature" class="signature">
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+      <div id="template">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/PretrainedSymmetricDelete.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/PretrainedSymmetricDelete.html
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/PretrainedSymmetricDelete.html
@@ -0,0 +1,502 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PretrainedSymmetricDelete - com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete</title>
+          <meta name="description" content="PretrainedSymmetricDelete - com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete" />
+          <meta name="keywords" content="PretrainedSymmetricDelete com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
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+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete';
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+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
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+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric">symmetric</a></p>
+        <h1>PretrainedSymmetricDelete</h1><h3><span class="morelinks"><div>Related Doc:
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+          </div></span></h3><span class="permalink">
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+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="../../../annotator/package$$SymmetricDeleteModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotator.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="SymmetricDeleteModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete#pretrained" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete@toString():String" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
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+      <h4 class="signature">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteApproach$.html
new file mode 100644
index 00000000000000..97954a942f8e73
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteApproach$.html
@@ -0,0 +1,532 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SymmetricDeleteApproach - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach</title>
+          <meta name="description" content="SymmetricDeleteApproach - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" />
+          <meta name="keywords" content="SymmetricDeleteApproach com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="SymmetricDeleteApproach.html" title="See companion class"><img alt="Object/Class" src="../../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric">symmetric</a></p>
+        <h1><a href="SymmetricDeleteApproach.html" title="See companion class">SymmetricDeleteApproach</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="SymmetricDeleteApproach.html" title="See companion class">class SymmetricDeleteApproach</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric">package symmetric</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SymmetricDeleteApproach</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="SymmetricDeleteApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach$@==(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+        <span class="modifier">final </span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach$@hashCode():Int" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[SymmetricDeleteApproach]"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="SymmetricDeleteApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="SymmetricDeleteApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteApproach.html
new file mode 100644
index 00000000000000..55b51c430c77e4
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteApproach.html
@@ -0,0 +1,2060 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SymmetricDeleteApproach - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach</title>
+          <meta name="description" content="SymmetricDeleteApproach - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" />
+          <meta name="keywords" content="SymmetricDeleteApproach com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="SymmetricDeleteApproach$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric">symmetric</a></p>
+        <h1><a href="SymmetricDeleteApproach$.html" title="See companion object">SymmetricDeleteApproach</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="SymmetricDeleteApproach$.html" title="See companion object">object SymmetricDeleteApproach</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric">package symmetric</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SymmetricDeleteApproach</span><span class="result"> extends <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>] with <a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Created by danilo 16/04/2018,
+Symmetric Delete spelling correction algorithm
+inspired on https://github.com/wolfgarbe/SymSpell
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a>, <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>], <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach"><span>SymmetricDeleteApproach</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams"><span>SymmetricDeleteParams</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorApproach"><span>AnnotatorApproach</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="org.apache.spark.ml.Estimator"><span>Estimator</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach"></a>
+      <a id="&lt;init&gt;:SymmetricDeleteApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SymmetricDeleteApproach</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach"></a>
+      <a id="&lt;init&gt;:SymmetricDeleteApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SymmetricDeleteApproach</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#beforeTraining" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="beforeTraining(SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeTraining</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):SymmetricDeleteApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]"></a>
+      <a id="copy(ParamMap):Estimator[SymmetricDeleteModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#deletesThreshold" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="deletesThreshold:org.apache.spark.ml.param.IntParam"></a>
+      <a id="deletesThreshold:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deletesThreshold</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@deletesThreshold:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach#derivedWordDistances" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="derivedWordDistances(wordFrequencies:List[(String,Long)],maxEditDistance:Int):Map[String,(List[String],Long)]"></a>
+      <a id="derivedWordDistances(List[(String,Long)],Int):Map[String,(List[String],Long)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">derivedWordDistances</span><span class="params">(<span name="wordFrequencies">wordFrequencies: <span class="extype" name="scala.List">List</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>)]</span>, <span name="maxEditDistance">maxEditDistance: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, (<span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Predef.String">String</span>], <span class="extype" name="scala.Long">Long</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@derivedWordDistances(wordFrequencies:List[(String,Long)],maxEditDistance:Int):Map[String,(List[String],Long)]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Created by danilo 26/04/2018
+Computes derived words from a frequency of words
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach#description" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="description:String"></a>
+      <a id="description:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">description</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@description:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a> → <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach#dictionary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="dictionary:com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam"></a>
+      <a id="dictionary:ExternalResourceParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dictionary</span><span class="result">: <a href="../../param/ExternalResourceParam.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam">ExternalResourceParam</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@dictionary:com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#dupsLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dupsLimit:org.apache.spark.ml.param.IntParam"></a>
+      <a id="dupsLimit:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dupsLimit</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@dupsLimit:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_]):M"></a>
+      <a id="fit(Dataset[_]):SymmetricDeleteModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@fit(dataset:org.apache.spark.sql.Dataset[_]):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]"></a>
+      <a id="fit(Dataset[_],Array[ParamMap]):Seq[SymmetricDeleteModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMaps">paramMaps: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="fit(Dataset[_],ParamMap):SymmetricDeleteModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M"></a>
+      <a id="fit(Dataset[_],ParamPair[_],ParamPair[_]*):SymmetricDeleteModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#frequencyThreshold" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="frequencyThreshold:org.apache.spark.ml.param.IntParam"></a>
+      <a id="frequencyThreshold:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">frequencyThreshold</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@frequencyThreshold:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach#getDeletes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getDeletes(word:String,med:Int):List[String]"></a>
+      <a id="getDeletes(String,Int):List[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDeletes</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="med">med: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@getDeletes(word:String,med:Int):List[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Created by danilo 14/04/2018
+Given a word, derive strings with up to maxEditDistance characters
+deleted
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#getDeletesThreshold" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDeletesThreshold:Int"></a>
+      <a id="getDeletesThreshold:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDeletesThreshold</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@getDeletesThreshold:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#getDupsLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDupsLimit:Int"></a>
+      <a id="getDupsLimit:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDupsLimit</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@getDupsLimit:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#getFrequencyThreshold" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getFrequencyThreshold:Int"></a>
+      <a id="getFrequencyThreshold:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFrequencyThreshold</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@getFrequencyThreshold:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#getMaxEditDistance" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getMaxEditDistance:Int"></a>
+      <a id="getMaxEditDistance:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getMaxEditDistance</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@getMaxEditDistance:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[SymmetricDeleteApproach.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@inputAnnotatorTypes:Array[SymmetricDeleteApproach.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a> → <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@logName:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#longestWordLength" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="longestWordLength:org.apache.spark.ml.param.IntParam"></a>
+      <a id="longestWordLength:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">longestWordLength</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@longestWordLength:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#maxEditDistance" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="maxEditDistance:org.apache.spark.ml.param.IntParam"></a>
+      <a id="maxEditDistance:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxEditDistance</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@maxEditDistance:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#maxFrequency" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="maxFrequency:org.apache.spark.ml.param.LongParam"></a>
+      <a id="maxFrequency:LongParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxFrequency</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.LongParam">LongParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@maxFrequency:org.apache.spark.ml.param.LongParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#minFrequency" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="minFrequency:org.apache.spark.ml.param.LongParam"></a>
+      <a id="minFrequency:LongParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">minFrequency</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.LongParam">LongParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@minFrequency:org.apache.spark.ml.param.LongParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#onTrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onTrained(SymmetricDeleteModel,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onTrained</span><span class="params">(<span name="model">model: <a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:SymmetricDeleteApproach.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@outputAnnotatorType:SymmetricDeleteApproach.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a> → <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):SymmetricDeleteApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):SymmetricDeleteApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):SymmetricDeleteApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):SymmetricDeleteApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):SymmetricDeleteApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#setDeletesThreshold" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDeletesThreshold(value:Int):SymmetricDeleteParams.this.type"></a>
+      <a id="setDeletesThreshold(Int):SymmetricDeleteApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDeletesThreshold</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@setDeletesThreshold(value:Int):SymmetricDeleteParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach#setDictionary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setDictionary(path:String,tokenPattern:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):SymmetricDeleteApproach.this.type"></a>
+      <a id="setDictionary(String,String,Format,Map[String,String]):SymmetricDeleteApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDictionary</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="tokenPattern">tokenPattern: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;\\S+&quot;</span></span>, <span name="readAs">readAs: <a href="../../../util/io/ReadAs$.html#Format=com.johnsnowlabs.nlp.util.io.ReadAs.Value" class="extmbr" name="com.johnsnowlabs.nlp.util.io.ReadAs.Format">Format</a> = <span class="symbol"><span class="name"><a href="../../../../../package.html">ReadAs.LINE_BY_LINE</a></span></span></span>, <span name="options">options: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Map(&quot;format&quot; -&gt; &quot;text&quot;)</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@setDictionary(path:String,tokenPattern:String,readAs:com.johnsnowlabs.nlp.util.io.ReadAs.Format,options:Map[String,String]):SymmetricDeleteApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach#setDictionary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setDictionary(value:com.johnsnowlabs.nlp.util.io.ExternalResource):SymmetricDeleteApproach.this.type"></a>
+      <a id="setDictionary(ExternalResource):SymmetricDeleteApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDictionary</span><span class="params">(<span name="value">value: <a href="../../../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@setDictionary(value:com.johnsnowlabs.nlp.util.io.ExternalResource):SymmetricDeleteApproach.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#setDupsLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDupsLimit(value:Int):SymmetricDeleteParams.this.type"></a>
+      <a id="setDupsLimit(Int):SymmetricDeleteApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDupsLimit</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@setDupsLimit(value:Int):SymmetricDeleteParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#setFrequencyThreshold" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setFrequencyThreshold(value:Int):SymmetricDeleteParams.this.type"></a>
+      <a id="setFrequencyThreshold(Int):SymmetricDeleteApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setFrequencyThreshold</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@setFrequencyThreshold(value:Int):SymmetricDeleteParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):SymmetricDeleteApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):SymmetricDeleteApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#setLongestWordLength" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setLongestWordLength(value:Int):SymmetricDeleteParams.this.type"></a>
+      <a id="setLongestWordLength(Int):SymmetricDeleteApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setLongestWordLength</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@setLongestWordLength(value:Int):SymmetricDeleteParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#setMaxEditDistance" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setMaxEditDistance(value:Int):SymmetricDeleteParams.this.type"></a>
+      <a id="setMaxEditDistance(Int):SymmetricDeleteApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMaxEditDistance</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@setMaxEditDistance(value:Int):SymmetricDeleteParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#setMaxFrequency" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setMaxFrequency(value:Long):SymmetricDeleteParams.this.type"></a>
+      <a id="setMaxFrequency(Long):SymmetricDeleteApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMaxFrequency</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@setMaxFrequency(value:Long):SymmetricDeleteParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#setMinFrequency" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setMinFrequency(value:Long):SymmetricDeleteParams.this.type"></a>
+      <a id="setMinFrequency(Long):SymmetricDeleteApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMinFrequency</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@setMinFrequency(value:Long):SymmetricDeleteParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):SymmetricDeleteApproach.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach#train" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel"></a>
+      <a id="train(Dataset[_],Option[PipelineModel]):SymmetricDeleteModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">train</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursivePipeline">recursivePipeline: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</span>)</span><span class="result">: <a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a> → <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">
+              <h3>Inherited from <a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.AnnotatorApproach">
+              <h3>Inherited from <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Estimator">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel$.html
new file mode 100644
index 00000000000000..9fc52feeb676fd
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel$.html
@@ -0,0 +1,570 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SymmetricDeleteModel - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel</title>
+          <meta name="description" content="SymmetricDeleteModel - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" />
+          <meta name="keywords" content="SymmetricDeleteModel com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="SymmetricDeleteModel.html" title="See companion class"><img alt="Object/Class" src="../../../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric">symmetric</a></p>
+        <h1><a href="SymmetricDeleteModel.html" title="See companion class">SymmetricDeleteModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="SymmetricDeleteModel.html" title="See companion class">class SymmetricDeleteModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric">package symmetric</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SymmetricDeleteModel</span><span class="result"> extends <a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>] with <a href="PretrainedSymmetricDelete.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete">PretrainedSymmetricDelete</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
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+        
+
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+                </ol>
+              </div><div id="ancestors">
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+        <div id="allMembers">
+        
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+        <div id="values" class="values members">
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+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((SymmetricDeleteModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):SymmetricDeleteModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete#pretrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="pretrained(String,String,String):SymmetricDeleteModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;spellcheck_sd&quot;</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;en&quot;</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="../../../../../package.html">ResourceDownloader.publicLoc</a></span></span></span>)</span><span class="result">: <a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$@pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="PretrainedSymmetricDelete.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete">PretrainedSymmetricDelete</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[SymmetricDeleteModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
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+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
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+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete">
+              <h3>Inherited from <a href="PretrainedSymmetricDelete.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete">PretrainedSymmetricDelete</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel$SuggestedWord.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel$SuggestedWord.html
new file mode 100644
index 00000000000000..e1b72328116486
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel$SuggestedWord.html
@@ -0,0 +1,527 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SuggestedWord - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel.SuggestedWord</title>
+          <meta name="description" content="SuggestedWord - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel.SuggestedWord" />
+          <meta name="keywords" content="SuggestedWord com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel.SuggestedWord" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$SuggestedWord';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric">symmetric</a>.<a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a></p>
+        <h1>SuggestedWord</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">package SymmetricDeleteModel</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$SuggestedWord" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SuggestedWord</span><span class="params">(<span name="correction">correction: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="frequency">frequency: <span class="extype" name="scala.Long">Long</span></span>, <span name="distance">distance: <span class="extype" name="scala.Int">Int</span></span>, <span name="score">score: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
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+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel.SuggestedWord#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="&lt;init&gt;:SuggestedWord"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SuggestedWord</span><span class="params">(<span name="correction">correction: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="frequency">frequency: <span class="extype" name="scala.Long">Long</span></span>, <span name="distance">distance: <span class="extype" name="scala.Int">Int</span></span>, <span name="score">score: <span class="extype" name="scala.Double">Double</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$SuggestedWord@&lt;init&gt;(correction:String,frequency:Long,distance:Int,score:Double):SymmetricDeleteModel.this.SuggestedWord" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$SuggestedWord@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$SuggestedWord@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$SuggestedWord@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$SuggestedWord@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$SuggestedWord@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+      </h4><span class="permalink">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel.SuggestedWord#distance" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$SuggestedWord@distance:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$SuggestedWord@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$SuggestedWord@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$SuggestedWord@frequency:Long" title="Permalink" target="_top">
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+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$SuggestedWord@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$SuggestedWord@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$SuggestedWord@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$SuggestedWord@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel.SuggestedWord#score" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="score:Double"></a>
+      <a id="score:Double"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <span class="symbol">
+        <span class="name">score</span><span class="result">: <span class="extype" name="scala.Double">Double</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$SuggestedWord@score:Double" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
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+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$SuggestedWord@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$SuggestedWord@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$SuggestedWord@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel$SuggestedWord@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
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+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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+
+        <div id="groupedMembers">
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+      <div id="tooltip"></div>
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+      <div id="footer">  </div>
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel.html
new file mode 100644
index 00000000000000..dcf52aee226adb
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel.html
@@ -0,0 +1,2611 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SymmetricDeleteModel - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel</title>
+          <meta name="description" content="SymmetricDeleteModel - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" />
+          <meta name="keywords" content="SymmetricDeleteModel com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="SymmetricDeleteModel$.html" title="See companion object"><img alt="Class/Object" src="../../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric">symmetric</a></p>
+        <h1><a href="SymmetricDeleteModel$.html" title="See companion object">SymmetricDeleteModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="SymmetricDeleteModel$.html" title="See companion object">object SymmetricDeleteModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric">package symmetric</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SymmetricDeleteModel</span><span class="result"> extends <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>] with <a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Created by danilo 16/04/2018,
+inspired on https://github.com/wolfgarbe/SymSpell</p><p>The Symmetric Delete spelling correction algorithm reduces the complexity of edit candidate generation and
+dictionary lookup for a given Damerau-Levenshtein distance. It is six orders of magnitude faster
+(than the standard approach with deletes + transposes + replaces + inserts) and language independent.
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
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+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
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+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel"><span>SymmetricDeleteModel</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams"><span>SymmetricDeleteParams</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="&lt;init&gt;:SymmetricDeleteModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SymmetricDeleteModel</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@&lt;init&gt;():com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel"></a>
+      <a id="&lt;init&gt;:SymmetricDeleteModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SymmetricDeleteModel</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel.SuggestedWord" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SuggestedWordextendsProductwithSerializable"></a>
+      <a id="SuggestedWord:SuggestedWord"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="SymmetricDeleteModel$SuggestedWord.html"><span class="name">SuggestedWord</span></a><span class="params">(<span name="correction">correction: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="frequency">frequency: <span class="extype" name="scala.Long">Long</span></span>, <span name="distance">distance: <span class="extype" name="scala.Int">Int</span></span>, <span name="score">score: <span class="extype" name="scala.Double">Double</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@SuggestedWordextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a document and annotations and produces new annotations of this annotator's annotation type</p><div class="fullcomment"><div class="comment cmt"><p>takes a document and annotations and produces new annotations of this annotator's annotation type</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a> → <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel#checkSpellWord" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="checkSpellWord(originalWord:String):(String,Double)"></a>
+      <a id="checkSpellWord(String):(String,Double)"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSpellWord</span><span class="params">(<span name="originalWord">originalWord: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: (<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Double">Double</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@checkSpellWord(originalWord:String):(String,Double)" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):SymmetricDeleteModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#deletesThreshold" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="deletesThreshold:org.apache.spark.ml.param.IntParam"></a>
+      <a id="deletesThreshold:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deletesThreshold</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@deletesThreshold:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel#derivedWords" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="derivedWords:com.johnsnowlabs.nlp.serialization.MapFeature[String,(List[String],Long)]"></a>
+      <a id="derivedWords:MapFeature[String,(List[String],Long)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">derivedWords</span><span class="result">: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="scala.Predef.String">String</span>, (<span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Predef.String">String</span>], <span class="extype" name="scala.Long">Long</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@derivedWords:com.johnsnowlabs.nlp.serialization.MapFeature[String,(List[String],Long)]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../../../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel#dictionary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dictionary:com.johnsnowlabs.nlp.serialization.MapFeature[String,Long]"></a>
+      <a id="dictionary:MapFeature[String,Long]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dictionary</span><span class="result">: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@dictionary:com.johnsnowlabs.nlp.serialization.MapFeature[String,Long]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#dupsLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dupsLimit:org.apache.spark.ml.param.IntParam"></a>
+      <a id="dupsLimit:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dupsLimit</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@dupsLimit:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../../../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#frequencyThreshold" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="frequencyThreshold:org.apache.spark.ml.param.IntParam"></a>
+      <a id="frequencyThreshold:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">frequencyThreshold</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@frequencyThreshold:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel#getCaseWordType" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getCaseWordType(word:String):Char"></a>
+      <a id="getCaseWordType(String):Char"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getCaseWordType</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Char">Char</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@getCaseWordType(word:String):Char" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#getDeletesThreshold" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDeletesThreshold:Int"></a>
+      <a id="getDeletesThreshold:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDeletesThreshold</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@getDeletesThreshold:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel#getDictionarySuggestions" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getDictionarySuggestions(word:String):Option[SymmetricDeleteModel.this.SuggestedWord]"></a>
+      <a id="getDictionarySuggestions(String):Option[SuggestedWord]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDictionarySuggestions</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<a href="SymmetricDeleteModel$SuggestedWord.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel.SuggestedWord">SuggestedWord</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@getDictionarySuggestions(word:String):Option[SymmetricDeleteModel.this.SuggestedWord]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#getDupsLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDupsLimit:Int"></a>
+      <a id="getDupsLimit:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDupsLimit</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@getDupsLimit:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#getFrequencyThreshold" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getFrequencyThreshold:Int"></a>
+      <a id="getFrequencyThreshold:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFrequencyThreshold</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@getFrequencyThreshold:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#getMaxEditDistance" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getMaxEditDistance:Int"></a>
+      <a id="getMaxEditDistance:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getMaxEditDistance</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@getMaxEditDistance:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel#getScoreFrequency" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getScoreFrequency(word:String):Double"></a>
+      <a id="getScoreFrequency(String):Double"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getScoreFrequency</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Double">Double</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@getScoreFrequency(word:String):Double" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel#getSuggestedCorrections" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getSuggestedCorrections(word:String):Option[SymmetricDeleteModel.this.SuggestedWord]"></a>
+      <a id="getSuggestedCorrections(String):Option[SuggestedWord]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getSuggestedCorrections</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<a href="SymmetricDeleteModel$SuggestedWord.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel.SuggestedWord">SuggestedWord</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@getSuggestedCorrections(word:String):Option[SymmetricDeleteModel.this.SuggestedWord]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Return list of suggested corrections for potentially incorrectly
+spelled word
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel#getSymmetricSuggestions" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getSymmetricSuggestions(word:String):Option[SymmetricDeleteModel.this.SuggestedWord]"></a>
+      <a id="getSymmetricSuggestions(String):Option[SuggestedWord]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getSymmetricSuggestions</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<a href="SymmetricDeleteModel$SuggestedWord.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel.SuggestedWord">SuggestedWord</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@getSymmetricSuggestions(word:String):Option[SymmetricDeleteModel.this.SuggestedWord]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[SymmetricDeleteModel.this.AnnotatorType]"></a>
+      <a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@inputAnnotatorTypes:Array[SymmetricDeleteModel.this.AnnotatorType]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a> → <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel#isNoisyWord" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="isNoisyWord(word:String):Boolean"></a>
+      <a id="isNoisyWord(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isNoisyWord</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@isNoisyWord(word:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@logName:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#longestWordLength" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="longestWordLength:org.apache.spark.ml.param.IntParam"></a>
+      <a id="longestWordLength:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">longestWordLength</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@longestWordLength:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#maxEditDistance" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="maxEditDistance:org.apache.spark.ml.param.IntParam"></a>
+      <a id="maxEditDistance:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxEditDistance</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@maxEditDistance:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#maxFrequency" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="maxFrequency:org.apache.spark.ml.param.LongParam"></a>
+      <a id="maxFrequency:LongParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxFrequency</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.LongParam">LongParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@maxFrequency:org.apache.spark.ml.param.LongParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#minFrequency" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="minFrequency:org.apache.spark.ml.param.LongParam"></a>
+      <a id="minFrequency:LongParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">minFrequency</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.LongParam">LongParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@minFrequency:org.apache.spark.ml.param.LongParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel#normalizeFrequencyValue" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="normalizeFrequencyValue(value:Long):Double"></a>
+      <a id="normalizeFrequencyValue(Long):Double"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">normalizeFrequencyValue</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Double">Double</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@normalizeFrequencyValue(value:Long):Double" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:SymmetricDeleteModel.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@outputAnnotatorType:SymmetricDeleteModel.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a> → <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[SymmetricDeleteModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#setDeletesThreshold" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDeletesThreshold(value:Int):SymmetricDeleteParams.this.type"></a>
+      <a id="setDeletesThreshold(Int):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDeletesThreshold</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@setDeletesThreshold(value:Int):SymmetricDeleteParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel#setDerivedWords" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setDerivedWords(value:Map[String,(List[String],Long)]):SymmetricDeleteModel.this.type"></a>
+      <a id="setDerivedWords(Map[String,(List[String],Long)]):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDerivedWords</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, (<span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Predef.String">String</span>], <span class="extype" name="scala.Long">Long</span>)]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@setDerivedWords(value:Map[String,(List[String],Long)]):SymmetricDeleteModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel#setDictionary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setDictionary(value:Map[String,Long]):SymmetricDeleteModel.this.type"></a>
+      <a id="setDictionary(Map[String,Long]):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDictionary</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@setDictionary(value:Map[String,Long]):SymmetricDeleteModel.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#setDupsLimit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDupsLimit(value:Int):SymmetricDeleteParams.this.type"></a>
+      <a id="setDupsLimit(Int):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDupsLimit</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@setDupsLimit(value:Int):SymmetricDeleteParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#setFrequencyThreshold" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setFrequencyThreshold(value:Int):SymmetricDeleteParams.this.type"></a>
+      <a id="setFrequencyThreshold(Int):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setFrequencyThreshold</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@setFrequencyThreshold(value:Int):SymmetricDeleteParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#setLongestWordLength" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setLongestWordLength(value:Int):SymmetricDeleteParams.this.type"></a>
+      <a id="setLongestWordLength(Int):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setLongestWordLength</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@setLongestWordLength(value:Int):SymmetricDeleteParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#setMaxEditDistance" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setMaxEditDistance(value:Int):SymmetricDeleteParams.this.type"></a>
+      <a id="setMaxEditDistance(Int):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMaxEditDistance</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@setMaxEditDistance(value:Int):SymmetricDeleteParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#setMaxFrequency" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setMaxFrequency(value:Long):SymmetricDeleteParams.this.type"></a>
+      <a id="setMaxFrequency(Long):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMaxFrequency</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@setMaxFrequency(value:Long):SymmetricDeleteParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#setMinFrequency" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setMinFrequency(value:Long):SymmetricDeleteParams.this.type"></a>
+      <a id="setMinFrequency(Long):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMinFrequency</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@setMinFrequency(value:Long):SymmetricDeleteParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):SymmetricDeleteModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[SymmetricDeleteModel]):SymmetricDeleteModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel#transformToOriginalCaseType" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="transformToOriginalCaseType(caseType:Char,word:String):String"></a>
+      <a id="transformToOriginalCaseType(Char,String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformToOriginalCaseType</span><span class="params">(<span name="caseType">caseType: <span class="extype" name="scala.Char">Char</span></span>, <span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@transformToOriginalCaseType(caseType:Char,word:String):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">
+              <h3>Inherited from <a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.html
new file mode 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.html
@@ -0,0 +1,1210 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SymmetricDeleteParams - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams</title>
+          <meta name="description" content="SymmetricDeleteParams - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams" />
+          <meta name="keywords" content="SymmetricDeleteParams com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
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+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric">symmetric</a></p>
+        <h1>SymmetricDeleteParams</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric">package symmetric</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SymmetricDeleteParams</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="SymmetricDeleteApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>, <a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams"><span>SymmetricDeleteParams</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+            <span class="filtertype">Visibility</span>
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+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Abstract Value Members</h3>
+              <ol><li name="org.apache.spark.ml.param.Params#copy" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.Params"></a>
+      <a id="copy(ParamMap):Params"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.Params" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#uid" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@uid:String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Concrete Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
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+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):SymmetricDeleteParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a>.this.type</span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+              
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+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#deletesThreshold" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="deletesThreshold:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <span class="symbol">
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+      </span>
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+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@deletesThreshold:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#dupsLimit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="dupsLimit:org.apache.spark.ml.param.IntParam"></a>
+      <a id="dupsLimit:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@dupsLimit:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#frequencyThreshold" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="frequencyThreshold:org.apache.spark.ml.param.IntParam"></a>
+      <a id="frequencyThreshold:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">frequencyThreshold</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@frequencyThreshold:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#getDeletesThreshold" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getDeletesThreshold:Int"></a>
+      <a id="getDeletesThreshold:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDeletesThreshold</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@getDeletesThreshold:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#getDupsLimit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getDupsLimit:Int"></a>
+      <a id="getDupsLimit:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDupsLimit</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@getDupsLimit:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#getFrequencyThreshold" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getFrequencyThreshold:Int"></a>
+      <a id="getFrequencyThreshold:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFrequencyThreshold</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@getFrequencyThreshold:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#getMaxEditDistance" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getMaxEditDistance:Int"></a>
+      <a id="getMaxEditDistance:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getMaxEditDistance</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@getMaxEditDistance:Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#longestWordLength" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="longestWordLength:org.apache.spark.ml.param.IntParam"></a>
+      <a id="longestWordLength:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">longestWordLength</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@longestWordLength:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#maxEditDistance" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="maxEditDistance:org.apache.spark.ml.param.IntParam"></a>
+      <a id="maxEditDistance:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxEditDistance</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@maxEditDistance:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#maxFrequency" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="maxFrequency:org.apache.spark.ml.param.LongParam"></a>
+      <a id="maxFrequency:LongParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxFrequency</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.LongParam">LongParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@maxFrequency:org.apache.spark.ml.param.LongParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#minFrequency" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="minFrequency:org.apache.spark.ml.param.LongParam"></a>
+      <a id="minFrequency:LongParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">minFrequency</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.LongParam">LongParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@minFrequency:org.apache.spark.ml.param.LongParam" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):SymmetricDeleteParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):SymmetricDeleteParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):SymmetricDeleteParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):SymmetricDeleteParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):SymmetricDeleteParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#setDeletesThreshold" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setDeletesThreshold(value:Int):SymmetricDeleteParams.this.type"></a>
+      <a id="setDeletesThreshold(Int):SymmetricDeleteParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDeletesThreshold</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@setDeletesThreshold(value:Int):SymmetricDeleteParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#setDupsLimit" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setDupsLimit(value:Int):SymmetricDeleteParams.this.type"></a>
+      <a id="setDupsLimit(Int):SymmetricDeleteParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDupsLimit</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@setDupsLimit(value:Int):SymmetricDeleteParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#setFrequencyThreshold" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setFrequencyThreshold(value:Int):SymmetricDeleteParams.this.type"></a>
+      <a id="setFrequencyThreshold(Int):SymmetricDeleteParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setFrequencyThreshold</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@setFrequencyThreshold(value:Int):SymmetricDeleteParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#setLongestWordLength" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setLongestWordLength(value:Int):SymmetricDeleteParams.this.type"></a>
+      <a id="setLongestWordLength(Int):SymmetricDeleteParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setLongestWordLength</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@setLongestWordLength(value:Int):SymmetricDeleteParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#setMaxEditDistance" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setMaxEditDistance(value:Int):SymmetricDeleteParams.this.type"></a>
+      <a id="setMaxEditDistance(Int):SymmetricDeleteParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMaxEditDistance</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@setMaxEditDistance(value:Int):SymmetricDeleteParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#setMaxFrequency" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setMaxFrequency(value:Long):SymmetricDeleteParams.this.type"></a>
+      <a id="setMaxFrequency(Long):SymmetricDeleteParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMaxFrequency</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@setMaxFrequency(value:Long):SymmetricDeleteParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams#setMinFrequency" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setMinFrequency(value:Long):SymmetricDeleteParams.this.type"></a>
+      <a id="setMinFrequency(Long):SymmetricDeleteParams.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMinFrequency</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@setMinFrequency(value:Long):SymmetricDeleteParams.this.type" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/package.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/package.html
new file mode 100644
index 00000000000000..3de98de3ea3175
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/package.html
@@ -0,0 +1,214 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>symmetric - com.johnsnowlabs.nlp.annotators.spell.symmetric</title>
+          <meta name="description" content="symmetric - com.johnsnowlabs.nlp.annotators.spell.symmetric" />
+          <meta name="keywords" content="symmetric com.johnsnowlabs.nlp.annotators.spell.symmetric" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.symmetric.package';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Package" src="../../../../../../lib/package_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a></p>
+        <h1>symmetric</h1><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.package" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <span class="name">symmetric</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        
+        
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="PretrainedSymmetricDeleteextendsAnyRef"></a>
+      <a id="PretrainedSymmetricDelete:PretrainedSymmetricDelete"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a href="PretrainedSymmetricDelete.html"><span class="name">PretrainedSymmetricDelete</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.package@PretrainedSymmetricDeleteextendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SymmetricDeleteApproachextendsAnnotatorApproach[com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel]withSymmetricDeleteParams"></a>
+      <a id="SymmetricDeleteApproach:SymmetricDeleteApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="SymmetricDeleteApproach.html"><span class="name">SymmetricDeleteApproach</span></a><span class="result"> extends <a href="../../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>] with <a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.package@SymmetricDeleteApproachextendsAnnotatorApproach[com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel]withSymmetricDeleteParams" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Created by danilo 16/04/2018,
+Symmetric Delete spelling correction algorithm
+inspired on https://github.com/wolfgarbe/SymSpell
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="SymmetricDeleteModelextendsAnnotatorModel[com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel]withSymmetricDeleteParams"></a>
+      <a id="SymmetricDeleteModel:SymmetricDeleteModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="SymmetricDeleteModel.html"><span class="name">SymmetricDeleteModel</span></a><span class="result"> extends <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>] with <a href="SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.package@SymmetricDeleteModelextendsAnnotatorModel[com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel]withSymmetricDeleteParams" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Created by danilo 16/04/2018,
+inspired on https://github.com/wolfgarbe/SymSpell</p><div class="fullcomment"><div class="comment cmt"><p>Created by danilo 16/04/2018,
+inspired on https://github.com/wolfgarbe/SymSpell</p><p>The Symmetric Delete spelling correction algorithm reduces the complexity of edit candidate generation and
+dictionary lookup for a given Damerau-Levenshtein distance. It is six orders of magnitude faster
+(than the standard approach with deletes + transposes + replaces + inserts) and language independent.
+</p></div></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="SymmetricDeleteParamsextendsParams"></a>
+      <a id="SymmetricDeleteParams:SymmetricDeleteParams"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a href="SymmetricDeleteParams.html"><span class="name">SymmetricDeleteParams</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.package@SymmetricDeleteParamsextendsParams" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SymmetricDeleteApproach"></a>
+      <a id="SymmetricDeleteApproach:SymmetricDeleteApproach"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="SymmetricDeleteApproach$.html"><span class="name">SymmetricDeleteApproach</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="SymmetricDeleteApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.package@SymmetricDeleteApproach" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SymmetricDeleteModel"></a>
+      <a id="SymmetricDeleteModel:SymmetricDeleteModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="SymmetricDeleteModel$.html"><span class="name">SymmetricDeleteModel</span></a><span class="result"> extends <a href="../../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>] with <a href="PretrainedSymmetricDelete.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.PretrainedSymmetricDelete">PretrainedSymmetricDelete</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.symmetric.package@SymmetricDeleteModel" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/util/Utilities$.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/util/Utilities$.html
new file mode 100644
index 00000000000000..72cd45730ce368
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/util/Utilities$.html
@@ -0,0 +1,672 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Utilities - com.johnsnowlabs.nlp.annotators.spell.util.Utilities</title>
+          <meta name="description" content="Utilities - com.johnsnowlabs.nlp.annotators.spell.util.Utilities" />
+          <meta name="keywords" content="Utilities com.johnsnowlabs.nlp.annotators.spell.util.Utilities" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.util.Utilities$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.util">util</a></p>
+        <h1>Utilities</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.util">package util</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Utilities</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.annotators.spell.util.Utilities"><span>Utilities</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.util.Utilities#cartesianProduct" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="cartesianProduct[T](xss:List[List[_]]):List[List[_]]"></a>
+      <a id="cartesianProduct[T](List[List[_]]):List[List[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">cartesianProduct</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="xss">xss: <span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.List">List</span>[_]]</span>)</span><span class="result">: <span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.List">List</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@cartesianProduct[T](xss:List[List[_]]):List[List[_]]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">number of items duplicated in some text</p>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.util.Utilities#computeConfidenceValue" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="computeConfidenceValue[A](list:List[A]):Double"></a>
+      <a id="computeConfidenceValue[A](List[A]):Double"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">computeConfidenceValue</span><span class="tparams">[<span name="A">A</span>]</span><span class="params">(<span name="list">list: <span class="extype" name="scala.List">List</span>[<span class="extype" name="com.johnsnowlabs.nlp.annotators.spell.util.Utilities.computeConfidenceValue.A">A</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Double">Double</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@computeConfidenceValue[A](list:List[A]):Double" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.util.Utilities#computeHammingDistance" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="computeHammingDistance(word1:String,word2:String):Long"></a>
+      <a id="computeHammingDistance(String,String):Long"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">computeHammingDistance</span><span class="params">(<span name="word1">word1: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="word2">word2: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Long">Long</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@computeHammingDistance(word1:String,word2:String):Long" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">distance measure between two words</p>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.util.Utilities#getFrequency" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getFrequency(word:String,wordCount:Map[String,Long]):Long"></a>
+      <a id="getFrequency(String,Map[String,Long]):Long"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFrequency</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="wordCount">wordCount: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Long">Long</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@getFrequency(word:String,wordCount:Map[String,Long]):Long" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">retrieve frequency</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.util.Utilities#getRandomValueFromList" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getRandomValueFromList[A](list:List[A]):Option[A]"></a>
+      <a id="getRandomValueFromList[A](List[A]):Option[A]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getRandomValueFromList</span><span class="tparams">[<span name="A">A</span>]</span><span class="params">(<span name="list">list: <span class="extype" name="scala.List">List</span>[<span class="extype" name="com.johnsnowlabs.nlp.annotators.spell.util.Utilities.getRandomValueFromList.A">A</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.annotators.spell.util.Utilities.getRandomValueFromList.A">A</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@getRandomValueFromList[A](list:List[A]):Option[A]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.util.Utilities#getVowelSwaps" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getVowelSwaps(word:String,vowelSwapLimit:Int):Set[String]"></a>
+      <a id="getVowelSwaps(String,Int):Set[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getVowelSwaps</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="vowelSwapLimit">vowelSwapLimit: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@getVowelSwaps(word:String,vowelSwapLimit:Int):Set[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">flattens vowel possibilities</p>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.util.Utilities#levenshteinDistance" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="levenshteinDistance(s1:String,s2:String):Int"></a>
+      <a id="levenshteinDistance(String,String):Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">levenshteinDistance</span><span class="params">(<span name="s1">s1: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="s2">s2: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@levenshteinDistance(s1:String,s2:String):Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Computes Levenshtein distance :
+Metric of measuring difference between two sequences (edit distance)
+Source: https://rosettacode.org/wiki/Levenshtein_distance
+</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.util.Utilities#limitDuplicates" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="limitDuplicates(duplicatesLimit:Int,text:String,overrideLimit:Option[Int]):String"></a>
+      <a id="limitDuplicates(Int,String,Option[Int]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">limitDuplicates</span><span class="params">(<span name="duplicatesLimit">duplicatesLimit: <span class="extype" name="scala.Int">Int</span></span>, <span name="text">text: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="overrideLimit">overrideLimit: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Int">Int</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@limitDuplicates(duplicatesLimit:Int,text:String,overrideLimit:Option[Int]):String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.util.Utilities#numberOfDuplicates" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="numberOfDuplicates(text:String,id:Int):Int"></a>
+      <a id="numberOfDuplicates(String,Int):Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">numberOfDuplicates</span><span class="params">(<span name="text">text: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="id">id: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@numberOfDuplicates(text:String,id:Int):Int" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.util.Utilities#reductions" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="reductions(word:String,reductionsLimit:Int):Set[String]"></a>
+      <a id="reductions(String,Int):Set[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">reductions</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="reductionsLimit">reductionsLimit: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@reductions(word:String,reductionsLimit:Int):Set[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">possible variations of the word by removing duplicate letters</p>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell.util.Utilities#variants" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="variants(targetWord:String):Set[String]"></a>
+      <a id="variants(String):Set[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">variants</span><span class="params">(<span name="targetWord">targetWord: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@variants(targetWord:String):Set[String]" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Possibilities analysis</p>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.Utilities$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/util/package.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/util/package.html
new file mode 100644
index 00000000000000..c98bba336528bb
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/util/package.html
@@ -0,0 +1,118 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>util - com.johnsnowlabs.nlp.annotators.spell.util</title>
+          <meta name="description" content="util - com.johnsnowlabs.nlp.annotators.spell.util" />
+          <meta name="keywords" content="util com.johnsnowlabs.nlp.annotators.spell.util" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.annotators.spell.util.package';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Package" src="../../../../../../lib/package_big.png" />
+        <p id="owner"><a href="../../../../../package.html" class="extype" name="com">com</a>.<a href="../../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a></p>
+        <h1>util</h1><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.package" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <span class="name">util</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        
+        
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.spell.util.Utilities" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="Utilities"></a>
+      <a id="Utilities:Utilities"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="Utilities$.html"><span class="name">Utilities</span></a>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../../index.html#com.johnsnowlabs.nlp.annotators.spell.util.package@Utilities" title="Permalink" target="_top">
+        <img src="../../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/base$$Chunk2Doc$.html b/docs/api/com/johnsnowlabs/nlp/base$$Chunk2Doc$.html
new file mode 100644
index 00000000000000..b56e57dc786856
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/base$$Chunk2Doc$.html
@@ -0,0 +1,526 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Chunk2Doc - com.johnsnowlabs.nlp.base.Chunk2Doc</title>
+          <meta name="description" content="Chunk2Doc - com.johnsnowlabs.nlp.base.Chunk2Doc" />
+          <meta name="keywords" content="Chunk2Doc com.johnsnowlabs.nlp.base.Chunk2Doc" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.base$$Chunk2Doc$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../lib/object_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="base$.html" class="extype" name="com.johnsnowlabs.nlp.base">base</a></p>
+        <h1>Chunk2Doc</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="base$.html" class="extype" name="com.johnsnowlabs.nlp.base">package base</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Chunk2Doc$" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Chunk2Doc</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="base$.html#Chunk2Doc=com.johnsnowlabs.nlp.Chunk2Doc" class="extmbr" name="com.johnsnowlabs.nlp.base.Chunk2Doc">Chunk2Doc</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="base$.html#Chunk2Doc=com.johnsnowlabs.nlp.Chunk2Doc" class="extmbr" name="com.johnsnowlabs.nlp.base.Chunk2Doc">Chunk2Doc</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="base$.html#Chunk2Doc=com.johnsnowlabs.nlp.Chunk2Doc" class="extmbr" name="com.johnsnowlabs.nlp.base.Chunk2Doc">Chunk2Doc</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.base.Chunk2Doc"><span>Chunk2Doc</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Chunk2Doc$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Chunk2Doc$@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Chunk2Doc$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Chunk2Doc$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Chunk2Doc$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Chunk2Doc$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Chunk2Doc$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Chunk2Doc$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Chunk2Doc$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Chunk2Doc$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Chunk2Doc$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):Chunk2Doc"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="base$.html#Chunk2Doc=com.johnsnowlabs.nlp.Chunk2Doc" class="extmbr" name="com.johnsnowlabs.nlp.base.Chunk2Doc">Chunk2Doc</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Chunk2Doc$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Chunk2Doc$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Chunk2Doc$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Chunk2Doc$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[Chunk2Doc]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="base$.html#Chunk2Doc=com.johnsnowlabs.nlp.Chunk2Doc" class="extmbr" name="com.johnsnowlabs.nlp.base.Chunk2Doc">Chunk2Doc</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Chunk2Doc$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Chunk2Doc$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Chunk2Doc$@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Chunk2Doc$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Chunk2Doc$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Chunk2Doc$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="base$.html#Chunk2Doc=com.johnsnowlabs.nlp.Chunk2Doc" class="extmbr" name="com.johnsnowlabs.nlp.base.Chunk2Doc">Chunk2Doc</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="base$.html#Chunk2Doc=com.johnsnowlabs.nlp.Chunk2Doc" class="extmbr" name="com.johnsnowlabs.nlp.base.Chunk2Doc">Chunk2Doc</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/base$$Doc2Chunk$.html b/docs/api/com/johnsnowlabs/nlp/base$$Doc2Chunk$.html
new file mode 100644
index 00000000000000..b7009817dc9f5a
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/base$$Doc2Chunk$.html
@@ -0,0 +1,526 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Doc2Chunk - com.johnsnowlabs.nlp.base.Doc2Chunk</title>
+          <meta name="description" content="Doc2Chunk - com.johnsnowlabs.nlp.base.Doc2Chunk" />
+          <meta name="keywords" content="Doc2Chunk com.johnsnowlabs.nlp.base.Doc2Chunk" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.base$$Doc2Chunk$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../lib/object_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="base$.html" class="extype" name="com.johnsnowlabs.nlp.base">base</a></p>
+        <h1>Doc2Chunk</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="base$.html" class="extype" name="com.johnsnowlabs.nlp.base">package base</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Doc2Chunk$" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Doc2Chunk</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="base$.html#Doc2Chunk=com.johnsnowlabs.nlp.Doc2Chunk" class="extmbr" name="com.johnsnowlabs.nlp.base.Doc2Chunk">Doc2Chunk</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="base$.html#Doc2Chunk=com.johnsnowlabs.nlp.Doc2Chunk" class="extmbr" name="com.johnsnowlabs.nlp.base.Doc2Chunk">Doc2Chunk</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="base$.html#Doc2Chunk=com.johnsnowlabs.nlp.Doc2Chunk" class="extmbr" name="com.johnsnowlabs.nlp.base.Doc2Chunk">Doc2Chunk</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.base.Doc2Chunk"><span>Doc2Chunk</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Doc2Chunk$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Doc2Chunk$@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Doc2Chunk$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Doc2Chunk$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Doc2Chunk$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Doc2Chunk$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Doc2Chunk$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Doc2Chunk$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Doc2Chunk$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Doc2Chunk$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Doc2Chunk$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):Doc2Chunk"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="base$.html#Doc2Chunk=com.johnsnowlabs.nlp.Doc2Chunk" class="extmbr" name="com.johnsnowlabs.nlp.base.Doc2Chunk">Doc2Chunk</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Doc2Chunk$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Doc2Chunk$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Doc2Chunk$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Doc2Chunk$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[Doc2Chunk]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="base$.html#Doc2Chunk=com.johnsnowlabs.nlp.Doc2Chunk" class="extmbr" name="com.johnsnowlabs.nlp.base.Doc2Chunk">Doc2Chunk</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Doc2Chunk$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Doc2Chunk$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Doc2Chunk$@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Doc2Chunk$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Doc2Chunk$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Doc2Chunk$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="base$.html#Doc2Chunk=com.johnsnowlabs.nlp.Doc2Chunk" class="extmbr" name="com.johnsnowlabs.nlp.base.Doc2Chunk">Doc2Chunk</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="base$.html#Doc2Chunk=com.johnsnowlabs.nlp.Doc2Chunk" class="extmbr" name="com.johnsnowlabs.nlp.base.Doc2Chunk">Doc2Chunk</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/base$$DocumentAssembler$.html b/docs/api/com/johnsnowlabs/nlp/base$$DocumentAssembler$.html
new file mode 100644
index 00000000000000..0d85b07449c647
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/base$$DocumentAssembler$.html
@@ -0,0 +1,526 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>DocumentAssembler - com.johnsnowlabs.nlp.base.DocumentAssembler</title>
+          <meta name="description" content="DocumentAssembler - com.johnsnowlabs.nlp.base.DocumentAssembler" />
+          <meta name="keywords" content="DocumentAssembler com.johnsnowlabs.nlp.base.DocumentAssembler" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.base$$DocumentAssembler$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../lib/object_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="base$.html" class="extype" name="com.johnsnowlabs.nlp.base">base</a></p>
+        <h1>DocumentAssembler</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="base$.html" class="extype" name="com.johnsnowlabs.nlp.base">package base</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$DocumentAssembler$" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DocumentAssembler</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="base$.html#DocumentAssembler=com.johnsnowlabs.nlp.DocumentAssembler" class="extmbr" name="com.johnsnowlabs.nlp.base.DocumentAssembler">DocumentAssembler</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="base$.html#DocumentAssembler=com.johnsnowlabs.nlp.DocumentAssembler" class="extmbr" name="com.johnsnowlabs.nlp.base.DocumentAssembler">DocumentAssembler</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="base$.html#DocumentAssembler=com.johnsnowlabs.nlp.DocumentAssembler" class="extmbr" name="com.johnsnowlabs.nlp.base.DocumentAssembler">DocumentAssembler</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.base.DocumentAssembler"><span>DocumentAssembler</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$DocumentAssembler$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$DocumentAssembler$@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$DocumentAssembler$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$DocumentAssembler$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$DocumentAssembler$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$DocumentAssembler$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$DocumentAssembler$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$DocumentAssembler$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$DocumentAssembler$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$DocumentAssembler$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$DocumentAssembler$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):DocumentAssembler"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="base$.html#DocumentAssembler=com.johnsnowlabs.nlp.DocumentAssembler" class="extmbr" name="com.johnsnowlabs.nlp.base.DocumentAssembler">DocumentAssembler</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$DocumentAssembler$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$DocumentAssembler$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$DocumentAssembler$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$DocumentAssembler$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[DocumentAssembler]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="base$.html#DocumentAssembler=com.johnsnowlabs.nlp.DocumentAssembler" class="extmbr" name="com.johnsnowlabs.nlp.base.DocumentAssembler">DocumentAssembler</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$DocumentAssembler$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$DocumentAssembler$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$DocumentAssembler$@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$DocumentAssembler$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$DocumentAssembler$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$DocumentAssembler$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="base$.html#DocumentAssembler=com.johnsnowlabs.nlp.DocumentAssembler" class="extmbr" name="com.johnsnowlabs.nlp.base.DocumentAssembler">DocumentAssembler</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="base$.html#DocumentAssembler=com.johnsnowlabs.nlp.DocumentAssembler" class="extmbr" name="com.johnsnowlabs.nlp.base.DocumentAssembler">DocumentAssembler</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/base$$Finisher$.html b/docs/api/com/johnsnowlabs/nlp/base$$Finisher$.html
new file mode 100644
index 00000000000000..431bca4e5facca
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/base$$Finisher$.html
@@ -0,0 +1,526 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Finisher - com.johnsnowlabs.nlp.base.Finisher</title>
+          <meta name="description" content="Finisher - com.johnsnowlabs.nlp.base.Finisher" />
+          <meta name="keywords" content="Finisher com.johnsnowlabs.nlp.base.Finisher" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.base$$Finisher$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../lib/object_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="base$.html" class="extype" name="com.johnsnowlabs.nlp.base">base</a></p>
+        <h1>Finisher</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="base$.html" class="extype" name="com.johnsnowlabs.nlp.base">package base</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Finisher$" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Finisher</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="base$.html#Finisher=com.johnsnowlabs.nlp.Finisher" class="extmbr" name="com.johnsnowlabs.nlp.base.Finisher">Finisher</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="base$.html#Finisher=com.johnsnowlabs.nlp.Finisher" class="extmbr" name="com.johnsnowlabs.nlp.base.Finisher">Finisher</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="base$.html#Finisher=com.johnsnowlabs.nlp.Finisher" class="extmbr" name="com.johnsnowlabs.nlp.base.Finisher">Finisher</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.base.Finisher"><span>Finisher</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Finisher$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Finisher$@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Finisher$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Finisher$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Finisher$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
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+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Finisher$@hashCode():Int" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):Finisher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="base$.html#Finisher=com.johnsnowlabs.nlp.Finisher" class="extmbr" name="com.johnsnowlabs.nlp.base.Finisher">Finisher</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Finisher$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Finisher$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Finisher$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Finisher$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[Finisher]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="base$.html#Finisher=com.johnsnowlabs.nlp.Finisher" class="extmbr" name="com.johnsnowlabs.nlp.base.Finisher">Finisher</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Finisher$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Finisher$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Finisher$@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Finisher$@wait():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Finisher$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$Finisher$@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="base$.html#Finisher=com.johnsnowlabs.nlp.Finisher" class="extmbr" name="com.johnsnowlabs.nlp.base.Finisher">Finisher</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="base$.html#Finisher=com.johnsnowlabs.nlp.Finisher" class="extmbr" name="com.johnsnowlabs.nlp.base.Finisher">Finisher</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/base$$TokenAssembler$.html b/docs/api/com/johnsnowlabs/nlp/base$$TokenAssembler$.html
new file mode 100644
index 00000000000000..49af4131e551ab
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/base$$TokenAssembler$.html
@@ -0,0 +1,526 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TokenAssembler - com.johnsnowlabs.nlp.base.TokenAssembler</title>
+          <meta name="description" content="TokenAssembler - com.johnsnowlabs.nlp.base.TokenAssembler" />
+          <meta name="keywords" content="TokenAssembler com.johnsnowlabs.nlp.base.TokenAssembler" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.base$$TokenAssembler$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../lib/object_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="base$.html" class="extype" name="com.johnsnowlabs.nlp.base">base</a></p>
+        <h1>TokenAssembler</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="base$.html" class="extype" name="com.johnsnowlabs.nlp.base">package base</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$TokenAssembler$" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TokenAssembler</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="base$.html#TokenAssembler=com.johnsnowlabs.nlp.TokenAssembler" class="extmbr" name="com.johnsnowlabs.nlp.base.TokenAssembler">TokenAssembler</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$TokenAssembler$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$TokenAssembler$@finalize():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$TokenAssembler$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$TokenAssembler$@hashCode():Int" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$TokenAssembler$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):TokenAssembler"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="base$.html#TokenAssembler=com.johnsnowlabs.nlp.TokenAssembler" class="extmbr" name="com.johnsnowlabs.nlp.base.TokenAssembler">TokenAssembler</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$TokenAssembler$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$TokenAssembler$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$TokenAssembler$@notify():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$TokenAssembler$@notifyAll():Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[TokenAssembler]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="base$.html#TokenAssembler=com.johnsnowlabs.nlp.TokenAssembler" class="extmbr" name="com.johnsnowlabs.nlp.base.TokenAssembler">TokenAssembler</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$TokenAssembler$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$TokenAssembler$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$TokenAssembler$@toString():String" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$TokenAssembler$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
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+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$TokenAssembler$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
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+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$$TokenAssembler$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+
+        
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+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
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+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+        </div>
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+      <div id="tooltip"></div>
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+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/base$.html b/docs/api/com/johnsnowlabs/nlp/base$.html
new file mode 100644
index 00000000000000..b882d47cfd19e2
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/base$.html
@@ -0,0 +1,689 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>base - com.johnsnowlabs.nlp.base</title>
+          <meta name="description" content="base - com.johnsnowlabs.nlp.base" />
+          <meta name="keywords" content="base com.johnsnowlabs.nlp.base" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
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+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.base$';
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+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../lib/object_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1>base</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp">package nlp</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
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+      <span class="symbol">
+        <span class="name">base</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
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+                <li class="alpha in"><span>Alphabetic</span></li>
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+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
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+      </h4><span class="permalink">
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+        <span class="kind">type</span>
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+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$@LightPipeline=com.johnsnowlabs.nlp.LightPipeline" title="Permalink" target="_top">
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+      
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+      <a id="TokenAssembler:TokenAssembler"></a>
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+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
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+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.base.Chunk2Doc" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="Chunk2Doc"></a>
+      <a id="Chunk2Doc:Chunk2Doc"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">object</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$@Chunk2Doc" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.base.Doc2Chunk" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="Doc2Chunk"></a>
+      <a id="Doc2Chunk:Doc2Chunk"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="base$$Doc2Chunk$.html"><span class="name">Doc2Chunk</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="#Doc2Chunk=com.johnsnowlabs.nlp.Doc2Chunk" class="extmbr" name="com.johnsnowlabs.nlp.base.Doc2Chunk">Doc2Chunk</a>]</span>
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+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$@Doc2Chunk" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="com.johnsnowlabs.nlp.base.DocumentAssembler" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="DocumentAssembler:DocumentAssembler"></a>
+      <h4 class="signature">
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+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$@DocumentAssembler" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="com.johnsnowlabs.nlp.base.Finisher" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="Finisher:Finisher"></a>
+      <h4 class="signature">
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+        <a href="base$$Finisher$.html"><span class="name">Finisher</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="#Finisher=com.johnsnowlabs.nlp.Finisher" class="extmbr" name="com.johnsnowlabs.nlp.base.Finisher">Finisher</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.base$@Finisher" title="Permalink" target="_top">
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+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+      <a id="toString():String"></a>
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+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </span>)</span>
+              
+        </dd></dl></div>
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+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/BertEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/BertEmbeddings$.html
new file mode 100644
index 00000000000000..351f7713be583d
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/BertEmbeddings$.html
@@ -0,0 +1,642 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>BertEmbeddings - com.johnsnowlabs.nlp.embeddings.BertEmbeddings</title>
+          <meta name="description" content="BertEmbeddings - com.johnsnowlabs.nlp.embeddings.BertEmbeddings" />
+          <meta name="keywords" content="BertEmbeddings com.johnsnowlabs.nlp.embeddings.BertEmbeddings" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.embeddings.BertEmbeddings$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="BertEmbeddings.html" title="See companion class"><img alt="Object/Class" src="../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">embeddings</a></p>
+        <h1><a href="BertEmbeddings.html" title="See companion class">BertEmbeddings</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="BertEmbeddings.html" title="See companion class">class BertEmbeddings</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">package embeddings</a>
+          </div></span></h3><span class="permalink">
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+      </span>
+      <span class="symbol">
+        <span class="name">BertEmbeddings</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>] with <a href="PretrainedBertModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.PretrainedBertModel">PretrainedBertModel</a> with <a href="ReadBertTensorflowModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel">ReadBertTensorflowModel</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
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+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((BertEmbeddings,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings$@clone():Object" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings$@getClass():Class[_]" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):BertEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
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+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel#loadFromPython" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="loadFromPython(folder:String,spark:org.apache.spark.sql.SparkSession):com.johnsnowlabs.nlp.embeddings.BertEmbeddings"></a>
+      <a id="loadFromPython(String,SparkSession):BertEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">loadFromPython</span><span class="params">(<span name="folder">folder: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings$@loadFromPython(folder:String,spark:org.apache.spark.sql.SparkSession):com.johnsnowlabs.nlp.embeddings.BertEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadBertTensorflowModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel">ReadBertTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.PretrainedBertModel#pretrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.BertEmbeddings"></a>
+      <a id="pretrained(String,String,String):BertEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;bert_uncased&quot;</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;en&quot;</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="../../../package.html">ResourceDownloader.publicLoc</a></span></span></span>)</span><span class="result">: <a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings$@pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.BertEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="PretrainedBertModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.PretrainedBertModel">PretrainedBertModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[BertEmbeddings]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel#readTensorflow" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflow(instance:com.johnsnowlabs.nlp.embeddings.BertEmbeddings,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="readTensorflow(BertEmbeddings,String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflow</span><span class="params">(<span name="instance">instance: <a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings$@readTensorflow(instance:com.johnsnowlabs.nlp.embeddings.BertEmbeddings,path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadBertTensorflowModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel">ReadBertTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowModel" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a>
+      <a id="readTensorflowModel(String,SparkSession,String,Boolean,Boolean,Array[String]):TensorflowWrapper"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings$@readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel#tfFile" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="tfFile:String"></a>
+      <a id="tfFile:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tfFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings$@tfFile:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadBertTensorflowModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel">ReadBertTensorflowModel</a> → <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel">
+              <h3>Inherited from <a href="ReadBertTensorflowModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel">ReadBertTensorflowModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
+              <h3>Inherited from <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.PretrainedBertModel">
+              <h3>Inherited from <a href="PretrainedBertModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.PretrainedBertModel">PretrainedBertModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/BertEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/BertEmbeddings.html
new file mode 100644
index 00000000000000..17018600424aa2
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/BertEmbeddings.html
@@ -0,0 +1,2455 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>BertEmbeddings - com.johnsnowlabs.nlp.embeddings.BertEmbeddings</title>
+          <meta name="description" content="BertEmbeddings - com.johnsnowlabs.nlp.embeddings.BertEmbeddings" />
+          <meta name="keywords" content="BertEmbeddings com.johnsnowlabs.nlp.embeddings.BertEmbeddings" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.embeddings.BertEmbeddings';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="BertEmbeddings$.html" title="See companion object"><img alt="Class/Object" src="../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">embeddings</a></p>
+        <h1><a href="BertEmbeddings$.html" title="See companion object">BertEmbeddings</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="BertEmbeddings$.html" title="See companion object">object BertEmbeddings</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">package embeddings</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">BertEmbeddings</span><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>] with <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
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+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.embeddings.BertEmbeddings"></a>
+      <a id="&lt;init&gt;:BertEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">BertEmbeddings</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@&lt;init&gt;():com.johnsnowlabs.nlp.embeddings.BertEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.embeddings.BertEmbeddings"></a>
+      <a id="&lt;init&gt;:BertEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">BertEmbeddings</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.embeddings.BertEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#afterAnnotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a> → <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a document and annotations and produces new annotations of this annotator's annotation type
+</p><div class="fullcomment"><div class="comment cmt"><p>takes a document and annotations and produces new annotations of this annotator's annotation type
+</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a> → <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#batchSize" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="batchSize:org.apache.spark.ml.param.IntParam"></a>
+      <a id="batchSize:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">batchSize</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@batchSize:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#caseSensitive" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="caseSensitive:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="caseSensitive:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">caseSensitive</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@caseSensitive:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):BertEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#configProtoBytes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="configProtoBytes:org.apache.spark.ml.param.IntArrayParam"></a>
+      <a id="configProtoBytes:IntArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">configProtoBytes</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntArrayParam">IntArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@configProtoBytes:org.apache.spark.ml.param.IntArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):BertEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#dimension" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dimension:org.apache.spark.ml.param.IntParam"></a>
+      <a id="dimension:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dimension</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@dimension:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#getCaseSensitive" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getCaseSensitive:Boolean"></a>
+      <a id="getCaseSensitive:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getCaseSensitive</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@getCaseSensitive:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#getConfigProtoBytes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getConfigProtoBytes:Option[Array[Byte]]"></a>
+      <a id="getConfigProtoBytes:Option[Array[Byte]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getConfigProtoBytes</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@getConfigProtoBytes:Option[Array[Byte]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#getDimension" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDimension:Int"></a>
+      <a id="getDimension:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDimension</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@getDimension:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#getMaxSentenceLength" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getMaxSentenceLength:Int"></a>
+      <a id="getMaxSentenceLength:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getMaxSentenceLength</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@getMaxSentenceLength:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#getModelIfNotSet" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getModelIfNotSet:com.johnsnowlabs.ml.tensorflow.TensorflowBert"></a>
+      <a id="getModelIfNotSet:TensorflowBert"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getModelIfNotSet</span><span class="result">: <a href="../../ml/tensorflow/TensorflowBert.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowBert">TensorflowBert</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@getModelIfNotSet:com.johnsnowlabs.ml.tensorflow.TensorflowBert" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="java.lang.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a> → <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@logName:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#maxSentenceLength" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="maxSentenceLength:org.apache.spark.ml.param.IntParam"></a>
+      <a id="maxSentenceLength:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxSentenceLength</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@maxSentenceLength:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#onWrite" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a> → <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:BertEmbeddings.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@outputAnnotatorType:BertEmbeddings.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a> → <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[BertEmbeddings]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#sentenceEndTokenId" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="sentenceEndTokenId:Int"></a>
+      <a id="sentenceEndTokenId:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sentenceEndTokenId</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@sentenceEndTokenId:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#sentenceStartTokenId" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="sentenceStartTokenId:Int"></a>
+      <a id="sentenceStartTokenId:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sentenceStartTokenId</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@sentenceStartTokenId:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):BertEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):BertEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):BertEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):BertEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):BertEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):BertEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):BertEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#setBatchSize" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setBatchSize(size:Int):BertEmbeddings.this.type"></a>
+      <a id="setBatchSize(Int):BertEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setBatchSize</span><span class="params">(<span name="size">size: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@setBatchSize(size:Int):BertEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#setCaseSensitive" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setCaseSensitive(value:Boolean):HasEmbeddings.this.type"></a>
+      <a id="setCaseSensitive(Boolean):BertEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setCaseSensitive</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@setCaseSensitive(value:Boolean):HasEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#setConfigProtoBytes" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setConfigProtoBytes(bytes:Array[Int]):com.johnsnowlabs.nlp.embeddings.BertEmbeddings"></a>
+      <a id="setConfigProtoBytes(Array[Int]):BertEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setConfigProtoBytes</span><span class="params">(<span name="bytes">bytes: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@setConfigProtoBytes(bytes:Array[Int]):com.johnsnowlabs.nlp.embeddings.BertEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):BertEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):BertEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):BertEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):BertEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):BertEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):BertEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#setDimension" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDimension(value:Int):HasEmbeddings.this.type"></a>
+      <a id="setDimension(Int):BertEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDimension</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@setDimension(value:Int):HasEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):BertEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):BertEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#setMaxSentenceLength" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setMaxSentenceLength(value:Int):BertEmbeddings.this.type"></a>
+      <a id="setMaxSentenceLength(Int):BertEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMaxSentenceLength</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@setMaxSentenceLength(value:Int):BertEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#setModelIfNotSet" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper):BertEmbeddings.this.type"></a>
+      <a id="setModelIfNotSet(SparkSession,TensorflowWrapper):BertEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setModelIfNotSet</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflow">tensorflow: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper):BertEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):BertEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[BertEmbeddings]):BertEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#setVocabulary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setVocabulary(value:Map[String,Int]):BertEmbeddings.this.type"></a>
+      <a id="setVocabulary(Map[String,Int]):BertEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setVocabulary</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Int">Int</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@setVocabulary(value:Map[String,Int]):BertEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#tokenize" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="tokenize(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.Sentence]):Seq[com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence]"></a>
+      <a id="tokenize(Seq[Sentence]):Seq[WordpieceTokenizedSentence]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tokenize</span><span class="params">(<span name="sentences">sentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/common/Sentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Sentence">Sentence</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/common/WordpieceTokenizedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence">WordpieceTokenizedSentence</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@tokenize(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.Sentence]):Seq[com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@uid:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#vocabulary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="vocabulary:com.johnsnowlabs.nlp.serialization.MapFeature[String,Int]"></a>
+      <a id="vocabulary:MapFeature[String,Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">vocabulary</span><span class="result">: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@vocabulary:com.johnsnowlabs.nlp.serialization.MapFeature[String,Int]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#wrapEmbeddingsMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapEmbeddingsMetadata(col:org.apache.spark.sql.Column,embeddingsDim:Int,embeddingsRef:Option[String]):org.apache.spark.sql.Column"></a>
+      <a id="wrapEmbeddingsMetadata(Column,Int,Option[String]):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapEmbeddingsMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>, <span name="embeddingsDim">embeddingsDim: <span class="extype" name="scala.Int">Int</span></span>, <span name="embeddingsRef">embeddingsRef: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@wrapEmbeddingsMetadata(col:org.apache.spark.sql.Column,embeddingsDim:Int,embeddingsRef:Option[String]):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel#writeTensorflowModel" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="writeTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,suffix:String,filename:String,configProtoBytes:Option[Array[Byte]]):Unit"></a>
+      <a id="writeTensorflowModel(String,SparkSession,TensorflowWrapper,String,String,Option[Array[Byte]]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">writeTensorflowModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflow">tensorflow: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="filename">filename: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="configProtoBytes">configProtoBytes: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.BertEmbeddings@writeTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,suffix:String,filename:String,configProtoBytes:Option[Array[Byte]]):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">
+              <h3>Inherited from <a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">
+              <h3>Inherited from <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ClusterWordEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ClusterWordEmbeddings$.html
new file mode 100644
index 00000000000000..52c8b9534568ca
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ClusterWordEmbeddings$.html
@@ -0,0 +1,505 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ClusterWordEmbeddings - com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings</title>
+          <meta name="description" content="ClusterWordEmbeddings - com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings" />
+          <meta name="keywords" content="ClusterWordEmbeddings com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
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+        <a href="ClusterWordEmbeddings.html" title="See companion class"><img alt="Object/Class" src="../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">embeddings</a></p>
+        <h1><a href="ClusterWordEmbeddings.html" title="See companion class">ClusterWordEmbeddings</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="ClusterWordEmbeddings.html" title="See companion class">class ClusterWordEmbeddings</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">package embeddings</a>
+          </div></span></h3><span class="permalink">
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ClusterWordEmbeddings</span><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings#apply" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="apply(spark:org.apache.spark.SparkContext,sourceEmbeddingsPath:String,dim:Int,caseSensitive:Boolean,format:com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.Format,embeddingsRef:String):com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings"></a>
+      <a id="apply(SparkContext,String,Int,Boolean,Format,String):ClusterWordEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">apply</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.SparkContext">SparkContext</span></span>, <span name="sourceEmbeddingsPath">sourceEmbeddingsPath: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="dim">dim: <span class="extype" name="scala.Int">Int</span></span>, <span name="caseSensitive">caseSensitive: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="format">format: <a href="WordEmbeddingsFormat$.html#Format=com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.Value" class="extmbr" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.Format">Format</a></span>, <span name="embeddingsRef">embeddingsRef: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="ClusterWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings">ClusterWordEmbeddings</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings$@apply(spark:org.apache.spark.SparkContext,sourceEmbeddingsPath:String,dim:Int,caseSensitive:Boolean,format:com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.Format,embeddingsRef:String):com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
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+      </a>
+    </span>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings$@finalize():Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings$@getClass():Class[_]" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings$@hashCode():Int" title="Permalink" target="_top">
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings$@notify():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings$@notifyAll():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ClusterWordEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ClusterWordEmbeddings.html
new file mode 100644
index 00000000000000..0e90e0f1f5db40
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ClusterWordEmbeddings.html
@@ -0,0 +1,576 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ClusterWordEmbeddings - com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings</title>
+          <meta name="description" content="ClusterWordEmbeddings - com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings" />
+          <meta name="keywords" content="ClusterWordEmbeddings com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="ClusterWordEmbeddings$.html" title="See companion object"><img alt="Class/Object" src="../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">embeddings</a></p>
+        <h1><a href="ClusterWordEmbeddings$.html" title="See companion object">ClusterWordEmbeddings</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="ClusterWordEmbeddings$.html" title="See companion object">object ClusterWordEmbeddings</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">package embeddings</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ClusterWordEmbeddings</span><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings"><span>ClusterWordEmbeddings</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(fileName:String,dim:Int,caseSensitive:Boolean):com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings"></a>
+      <a id="&lt;init&gt;:ClusterWordEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ClusterWordEmbeddings</span><span class="params">(<span name="fileName">fileName: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="dim">dim: <span class="extype" name="scala.Int">Int</span></span>, <span name="caseSensitive">caseSensitive: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings@&lt;init&gt;(fileName:String,dim:Int,caseSensitive:Boolean):com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings#caseSensitive" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="caseSensitive:Boolean"></a>
+      <a id="caseSensitive:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">caseSensitive</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings@caseSensitive:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings#dim" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="dim:Int"></a>
+      <a id="dim:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dim</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings@dim:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings#fileName" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="fileName:String"></a>
+      <a id="fileName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fileName</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings@fileName:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
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+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="kind">def</span>
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+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+              
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </li></ol>
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+
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+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
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+            </div><div class="parent" name="scala.AnyRef">
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/EmbeddingsHelper$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/EmbeddingsHelper$.html
new file mode 100644
index 00000000000000..ebaa228e6db158
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/EmbeddingsHelper$.html
@@ -0,0 +1,618 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>EmbeddingsHelper - com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper</title>
+          <meta name="description" content="EmbeddingsHelper - com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper" />
+          <meta name="keywords" content="EmbeddingsHelper com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+            var url = '../../../../index.html';
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+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
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+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">embeddings</a></p>
+        <h1>EmbeddingsHelper</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">package embeddings</a>
+          </div></span></h3><span class="permalink">
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+
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
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+      
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+      <a id="##():Int"></a>
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+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper#getClusterFilename" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getClusterFilename(embeddingsRef:String):String"></a>
+      <a id="getClusterFilename(String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClusterFilename</span><span class="params">(<span name="embeddingsRef">embeddingsRef: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper$@getClusterFilename(embeddingsRef:String):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper#getLocalEmbeddingsPath" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getLocalEmbeddingsPath(fileName:String):String"></a>
+      <a id="getLocalEmbeddingsPath(String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLocalEmbeddingsPath</span><span class="params">(<span name="fileName">fileName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper$@getLocalEmbeddingsPath(fileName:String):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper#load" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="load(indexPath:String,nDims:Int,caseSensitive:Boolean):com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings"></a>
+      <a id="load(String,Int,Boolean):ClusterWordEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="indexPath">indexPath: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="nDims">nDims: <span class="extype" name="scala.Int">Int</span></span>, <span name="caseSensitive">caseSensitive: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="ClusterWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings">ClusterWordEmbeddings</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper$@load(indexPath:String,nDims:Int,caseSensitive:Boolean):com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper#load" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="load(path:String,spark:org.apache.spark.sql.SparkSession,format:com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.Format,nDims:Int,caseSensitiveEmbeddings:Boolean,embeddingsRef:String):com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings"></a>
+      <a id="load(String,SparkSession,Format,Int,Boolean,String):ClusterWordEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="format">format: <a href="WordEmbeddingsFormat$.html#Format=com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.Value" class="extmbr" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.Format">Format</a></span>, <span name="nDims">nDims: <span class="extype" name="scala.Int">Int</span></span>, <span name="caseSensitiveEmbeddings">caseSensitiveEmbeddings: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="embeddingsRef">embeddingsRef: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="ClusterWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings">ClusterWordEmbeddings</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper$@load(path:String,spark:org.apache.spark.sql.SparkSession,format:com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.Format,nDims:Int,caseSensitiveEmbeddings:Boolean,embeddingsRef:String):com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper#load" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="load(path:String,spark:org.apache.spark.sql.SparkSession,format:String,embeddingsRef:String,nDims:Int,caseSensitiveEmbeddings:Boolean):com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings"></a>
+      <a id="load(String,SparkSession,String,String,Int,Boolean):ClusterWordEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="format">format: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="embeddingsRef">embeddingsRef: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="nDims">nDims: <span class="extype" name="scala.Int">Int</span></span>, <span name="caseSensitiveEmbeddings">caseSensitiveEmbeddings: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="ClusterWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings">ClusterWordEmbeddings</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper$@load(path:String,spark:org.apache.spark.sql.SparkSession,format:String,embeddingsRef:String,nDims:Int,caseSensitiveEmbeddings:Boolean):com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper#save" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="save(fs:org.apache.hadoop.fs.FileSystem,index:org.apache.hadoop.fs.Path,dst:org.apache.hadoop.fs.Path):Unit"></a>
+      <a id="save(FileSystem,Path,Path):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="fs">fs: <span class="extype" name="org.apache.hadoop.fs.FileSystem">FileSystem</span></span>, <span name="index">index: <span class="extype" name="org.apache.hadoop.fs.Path">Path</span></span>, <span name="dst">dst: <span class="extype" name="org.apache.hadoop.fs.Path">Path</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper$@save(fs:org.apache.hadoop.fs.FileSystem,index:org.apache.hadoop.fs.Path,dst:org.apache.hadoop.fs.Path):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper#save" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="save(path:String,embeddings:com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="save(String,ClusterWordEmbeddings,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="embeddings">embeddings: <a href="ClusterWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings">ClusterWordEmbeddings</a></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper$@save(path:String,embeddings:com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper#save" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String,spark:org.apache.spark.sql.SparkSession,fileName:String):Unit"></a>
+      <a id="save(String,SparkSession,String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="fileName">fileName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper$@save(path:String,spark:org.apache.spark.sql.SparkSession,fileName:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      </h4><span class="permalink">
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+              
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+      <a id="wait(x$1:Long):Unit"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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+        
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/EmbeddingsReadable.html b/docs/api/com/johnsnowlabs/nlp/embeddings/EmbeddingsReadable.html
new file mode 100644
index 00000000000000..3100d32764cded
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/EmbeddingsReadable.html
@@ -0,0 +1,565 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>EmbeddingsReadable - com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable</title>
+          <meta name="description" content="EmbeddingsReadable - com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable" />
+          <meta name="keywords" content="EmbeddingsReadable com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">embeddings</a></p>
+        <h1>EmbeddingsReadable</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">package embeddings</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">EmbeddingsReadable</span><span class="tparams">[<span name="T">T &lt;: <a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a></span>]</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<span class="extype" name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable.T">T</span>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<span class="extype" name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable.T">T</span>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<span class="extype" name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable.T">T</span>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<span class="extype" name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable.T">T</span>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((T,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<span class="extype" name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable.T">T</span>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      <h4 class="signature">
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+        <span class="modifier">final </span>
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+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      
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+              
+        </dd></dl></div>
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+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable.T">T</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
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+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<span class="extype" name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable#readEmbeddings" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="readEmbeddings(instance:T,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="readEmbeddings(T,String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readEmbeddings</span><span class="params">(<span name="instance">instance: <span class="extype" name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable.T">T</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable@readEmbeddings(instance:T,path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable@wait():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<span class="extype" name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable.T">T</span>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<span class="extype" name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable.T">T</span>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<span class="extype" name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable.T">T</span>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/HasEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/HasEmbeddings.html
new file mode 100644
index 00000000000000..d0e0a605022f64
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/HasEmbeddings.html
@@ -0,0 +1,1023 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>HasEmbeddings - com.johnsnowlabs.nlp.embeddings.HasEmbeddings</title>
+          <meta name="description" content="HasEmbeddings - com.johnsnowlabs.nlp.embeddings.HasEmbeddings" />
+          <meta name="keywords" content="HasEmbeddings com.johnsnowlabs.nlp.embeddings.HasEmbeddings" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.embeddings.HasEmbeddings';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">embeddings</a></p>
+        <h1>HasEmbeddings</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">package embeddings</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">HasEmbeddings</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a>, <a href="WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a></div>
+          </div></div>
+        
+
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+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings"><span>HasEmbeddings</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Abstract Value Members</h3>
+              <ol><li name="org.apache.spark.ml.param.Params#copy" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.Params"></a>
+      <a id="copy(ParamMap):Params"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.Params" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#uid" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@uid:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Concrete Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#caseSensitive" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="caseSensitive:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="caseSensitive:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">caseSensitive</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@caseSensitive:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):HasEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#dimension" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="dimension:org.apache.spark.ml.param.IntParam"></a>
+      <a id="dimension:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dimension</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@dimension:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#getCaseSensitive" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getCaseSensitive:Boolean"></a>
+      <a id="getCaseSensitive:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getCaseSensitive</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@getCaseSensitive:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#getDimension" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getDimension:Int"></a>
+      <a id="getDimension:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDimension</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@getDimension:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):HasEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):HasEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):HasEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#setCaseSensitive" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setCaseSensitive(value:Boolean):HasEmbeddings.this.type"></a>
+      <a id="setCaseSensitive(Boolean):HasEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@setCaseSensitive(value:Boolean):HasEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):HasEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):HasEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#setDimension" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setDimension(value:Int):HasEmbeddings.this.type"></a>
+      <a id="setDimension(Int):HasEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDimension</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@setDimension(value:Int):HasEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#wrapEmbeddingsMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapEmbeddingsMetadata(col:org.apache.spark.sql.Column,embeddingsDim:Int,embeddingsRef:Option[String]):org.apache.spark.sql.Column"></a>
+      <a id="wrapEmbeddingsMetadata(Column,Int,Option[String]):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapEmbeddingsMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>, <span name="embeddingsDim">embeddingsDim: <span class="extype" name="scala.Int">Int</span></span>, <span name="embeddingsRef">embeddingsRef: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasEmbeddings@wrapEmbeddingsMetadata(col:org.apache.spark.sql.Column,embeddingsDim:Int,embeddingsRef:Option[String]):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/HasWordEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/HasWordEmbeddings.html
new file mode 100644
index 00000000000000..f04eaa2379ff6d
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/HasWordEmbeddings.html
@@ -0,0 +1,1212 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>HasWordEmbeddings - com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings</title>
+          <meta name="description" content="HasWordEmbeddings - com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings" />
+          <meta name="keywords" content="HasWordEmbeddings com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">embeddings</a></p>
+        <h1>HasWordEmbeddings</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">package embeddings</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">HasWordEmbeddings</span><span class="result"> extends <a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings"><span>HasWordEmbeddings</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings"><span>HasEmbeddings</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+        <div id="allMembers">
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Abstract Value Members</h3>
+              <ol><li name="org.apache.spark.ml.param.Params#copy" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.Params"></a>
+      <a id="copy(ParamMap):Params"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.Params" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#uid" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@uid:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Concrete Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#caseSensitive" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="caseSensitive:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="caseSensitive:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">caseSensitive</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@caseSensitive:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):HasWordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#dimension" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dimension:org.apache.spark.ml.param.IntParam"></a>
+      <a id="dimension:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dimension</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@dimension:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#embeddingsRef" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="embeddingsRef:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="embeddingsRef:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">embeddingsRef</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@embeddingsRef:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#getCaseSensitive" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getCaseSensitive:Boolean"></a>
+      <a id="getCaseSensitive:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getCaseSensitive</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@getCaseSensitive:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#getClusterEmbeddings" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClusterEmbeddings:com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings"></a>
+      <a id="getClusterEmbeddings:ClusterWordEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClusterEmbeddings</span><span class="result">: <a href="ClusterWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings">ClusterWordEmbeddings</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@getClusterEmbeddings:com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#getDimension" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDimension:Int"></a>
+      <a id="getDimension:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDimension</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@getDimension:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#getEmbeddings" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getEmbeddings:com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever"></a>
+      <a id="getEmbeddings:WordEmbeddingsRetriever"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getEmbeddings</span><span class="result">: <a href="WordEmbeddingsRetriever.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever">WordEmbeddingsRetriever</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@getEmbeddings:com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#getEmbeddingsRef" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getEmbeddingsRef:String"></a>
+      <a id="getEmbeddingsRef:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getEmbeddingsRef</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@getEmbeddingsRef:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#getIncludeEmbeddings" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getIncludeEmbeddings:Boolean"></a>
+      <a id="getIncludeEmbeddings:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getIncludeEmbeddings</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@getIncludeEmbeddings:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#includeEmbeddings" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="includeEmbeddings:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="includeEmbeddings:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">includeEmbeddings</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@includeEmbeddings:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#isLoaded" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isLoaded():Boolean"></a>
+      <a id="isLoaded():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isLoaded</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@isLoaded():Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#preloadedEmbeddings" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="preloadedEmbeddings:Option[com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings]"></a>
+      <a id="preloadedEmbeddings:Option[ClusterWordEmbeddings]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">preloadedEmbeddings</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<a href="ClusterWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings">ClusterWordEmbeddings</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@preloadedEmbeddings:Option[com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):HasWordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):HasWordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):HasWordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#setAsLoaded" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setAsLoaded():Unit"></a>
+      <a id="setAsLoaded():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setAsLoaded</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@setAsLoaded():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#setCaseSensitive" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setCaseSensitive(value:Boolean):HasEmbeddings.this.type"></a>
+      <a id="setCaseSensitive(Boolean):HasWordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setCaseSensitive</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@setCaseSensitive(value:Boolean):HasEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):HasWordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):HasWordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#setDimension" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDimension(value:Int):HasEmbeddings.this.type"></a>
+      <a id="setDimension(Int):HasWordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDimension</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@setDimension(value:Int):HasEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#setEmbeddingsRef" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setEmbeddingsRef(value:String):HasWordEmbeddings.this.type"></a>
+      <a id="setEmbeddingsRef(String):HasWordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setEmbeddingsRef</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@setEmbeddingsRef(value:String):HasWordEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#setIncludeEmbeddings" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setIncludeEmbeddings(value:Boolean):HasWordEmbeddings.this.type"></a>
+      <a id="setIncludeEmbeddings(Boolean):HasWordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setIncludeEmbeddings</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@setIncludeEmbeddings(value:Boolean):HasWordEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#wrapEmbeddingsMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapEmbeddingsMetadata(col:org.apache.spark.sql.Column,embeddingsDim:Int,embeddingsRef:Option[String]):org.apache.spark.sql.Column"></a>
+      <a id="wrapEmbeddingsMetadata(Column,Int,Option[String]):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/PretrainedBertModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/PretrainedBertModel.html
new file mode 100644
index 00000000000000..14333024f6155a
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/PretrainedBertModel.html
@@ -0,0 +1,502 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PretrainedBertModel - com.johnsnowlabs.nlp.embeddings.PretrainedBertModel</title>
+          <meta name="description" content="PretrainedBertModel - com.johnsnowlabs.nlp.embeddings.PretrainedBertModel" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/PretrainedWordEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/PretrainedWordEmbeddings.html
new file mode 100644
index 00000000000000..0943ff2186e6fb
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/PretrainedWordEmbeddings.html
@@ -0,0 +1,502 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PretrainedWordEmbeddings - com.johnsnowlabs.nlp.embeddings.PretrainedWordEmbeddings</title>
+          <meta name="description" content="PretrainedWordEmbeddings - com.johnsnowlabs.nlp.embeddings.PretrainedWordEmbeddings" />
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+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
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+        <h1>PretrainedWordEmbeddings</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">package embeddings</a>
+          </div></span></h3><span class="permalink">
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+        <span class="kind">trait</span>
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+        <span class="name">PretrainedWordEmbeddings</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
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+      <a id="pretrained(String,String,String):WordEmbeddingsModel"></a>
+      <h4 class="signature">
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+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;glove_100d&quot;</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;en&quot;</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="../../../package.html">ResourceDownloader.publicLoc</a></span></span></span>)</span><span class="result">: <a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a></span>
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+      <a id="synchronized[T0](⇒T0):T0"></a>
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+        <span class="modifier">final </span>
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+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
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+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+              
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadBertTensorflowModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadBertTensorflowModel.html
new file mode 100644
index 00000000000000..37fd2949853462
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadBertTensorflowModel.html
@@ -0,0 +1,555 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ReadBertTensorflowModel - com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel</title>
+          <meta name="description" content="ReadBertTensorflowModel - com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel" />
+          <meta name="keywords" content="ReadBertTensorflowModel com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel" />
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+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
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+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">embeddings</a></p>
+        <h1>ReadBertTensorflowModel</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">package embeddings</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ReadBertTensorflowModel</span><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><dl class="attributes block"> <dt>Self Type</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel">ReadBertTensorflowModel</a> with <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>]</dd></dl><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="BertEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="../annotator/package$$BertEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.annotator.BertEmbeddings">BertEmbeddings</a></div>
+          </div></div>
+        
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+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel"><span>ReadBertTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+      
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+    </span>)</span>
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+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      
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+              
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel#loadFromPython" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="loadFromPython(folder:String,spark:org.apache.spark.sql.SparkSession):com.johnsnowlabs.nlp.embeddings.BertEmbeddings"></a>
+      <a id="loadFromPython(String,SparkSession):BertEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">loadFromPython</span><span class="params">(<span name="folder">folder: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a></span>
+      </span>
+      </h4><span class="permalink">
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+      <a id="ne(x$1:AnyRef):Boolean"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel#readTensorflow" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="readTensorflow(instance:com.johnsnowlabs.nlp.embeddings.BertEmbeddings,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="readTensorflow(BertEmbeddings,String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflow</span><span class="params">(<span name="instance">instance: <a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <a id="readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a>
+      <a id="readTensorflowModel(String,SparkSession,String,Boolean,Boolean,Array[String]):TensorflowWrapper"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel@readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel#tfFile" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="tfFile:String"></a>
+      <a id="tfFile:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tfFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel@tfFile:String" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel">ReadBertTensorflowModel</a> → <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel@wait():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.ReadBertTensorflowModel@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
+              <h3>Inherited from <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddings$.html
new file mode 100644
index 00000000000000..17f55141fc536b
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddings$.html
@@ -0,0 +1,532 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>WordEmbeddings - com.johnsnowlabs.nlp.embeddings.WordEmbeddings</title>
+          <meta name="description" content="WordEmbeddings - com.johnsnowlabs.nlp.embeddings.WordEmbeddings" />
+          <meta name="keywords" content="WordEmbeddings com.johnsnowlabs.nlp.embeddings.WordEmbeddings" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.embeddings.WordEmbeddings$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="WordEmbeddings.html" title="See companion class"><img alt="Object/Class" src="../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">embeddings</a></p>
+        <h1><a href="WordEmbeddings.html" title="See companion class">WordEmbeddings</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="WordEmbeddings.html" title="See companion class">class WordEmbeddings</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">package embeddings</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WordEmbeddings</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings"><span>WordEmbeddings</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):WordEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[WordEmbeddings]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddings.html
new file mode 100644
index 00000000000000..22cbd97848b158
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddings.html
@@ -0,0 +1,2105 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>WordEmbeddings - com.johnsnowlabs.nlp.embeddings.WordEmbeddings</title>
+          <meta name="description" content="WordEmbeddings - com.johnsnowlabs.nlp.embeddings.WordEmbeddings" />
+          <meta name="keywords" content="WordEmbeddings com.johnsnowlabs.nlp.embeddings.WordEmbeddings" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.embeddings.WordEmbeddings';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="WordEmbeddings$.html" title="See companion object"><img alt="Class/Object" src="../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">embeddings</a></p>
+        <h1><a href="WordEmbeddings$.html" title="See companion object">WordEmbeddings</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="WordEmbeddings$.html" title="See companion object">object WordEmbeddings</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">package embeddings</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WordEmbeddings</span><span class="result"> extends <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>] with <a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a>, <a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a>, <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>], <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings"><span>WordEmbeddings</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings"><span>HasWordEmbeddings</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings"><span>HasEmbeddings</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorApproach"><span>AnnotatorApproach</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="org.apache.spark.ml.Estimator"><span>Estimator</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.embeddings.WordEmbeddings"></a>
+      <a id="&lt;init&gt;:WordEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WordEmbeddings</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@&lt;init&gt;():com.johnsnowlabs.nlp.embeddings.WordEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.embeddings.WordEmbeddings"></a>
+      <a id="&lt;init&gt;:WordEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WordEmbeddings</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.embeddings.WordEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings#beforeTraining" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeTraining(sparkSession:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="beforeTraining(SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeTraining</span><span class="params">(<span name="sparkSession">sparkSession: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@beforeTraining(sparkSession:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a> → <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#caseSensitive" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="caseSensitive:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="caseSensitive:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">caseSensitive</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@caseSensitive:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a>
+      <a id="clear(Param[_]):WordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]"></a>
+      <a id="copy(ParamMap):Estimator[WordEmbeddingsModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings#description" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="description:String"></a>
+      <a id="description:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">description</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@description:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a> → <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#dimension" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dimension:org.apache.spark.ml.param.IntParam"></a>
+      <a id="dimension:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dimension</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@dimension:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings#embeddingsFormat" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="embeddingsFormat:org.apache.spark.ml.param.IntParam"></a>
+      <a id="embeddingsFormat:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">embeddingsFormat</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@embeddingsFormat:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#embeddingsRef" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="embeddingsRef:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="embeddingsRef:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">embeddingsRef</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@embeddingsRef:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_]):M"></a>
+      <a id="fit(Dataset[_]):WordEmbeddingsModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@fit(dataset:org.apache.spark.sql.Dataset[_]):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]"></a>
+      <a id="fit(Dataset[_],Array[ParamMap]):Seq[WordEmbeddingsModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMaps">paramMaps: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Array[org.apache.spark.ml.param.ParamMap]):Seq[M]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="fit(Dataset[_],ParamMap):WordEmbeddingsModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M"></a>
+      <a id="fit(Dataset[_],ParamPair[_],ParamPair[_]*):WordEmbeddingsModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#getCaseSensitive" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getCaseSensitive:Boolean"></a>
+      <a id="getCaseSensitive:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getCaseSensitive</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@getCaseSensitive:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#getClusterEmbeddings" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClusterEmbeddings:com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings"></a>
+      <a id="getClusterEmbeddings:ClusterWordEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClusterEmbeddings</span><span class="result">: <a href="ClusterWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings">ClusterWordEmbeddings</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@getClusterEmbeddings:com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#getDimension" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDimension:Int"></a>
+      <a id="getDimension:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDimension</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@getDimension:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#getEmbeddings" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getEmbeddings:com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever"></a>
+      <a id="getEmbeddings:WordEmbeddingsRetriever"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getEmbeddings</span><span class="result">: <a href="WordEmbeddingsRetriever.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever">WordEmbeddingsRetriever</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@getEmbeddings:com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings#getEmbeddingsFormat" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getEmbeddingsFormat:String"></a>
+      <a id="getEmbeddingsFormat:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getEmbeddingsFormat</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@getEmbeddingsFormat:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#getEmbeddingsRef" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getEmbeddingsRef:String"></a>
+      <a id="getEmbeddingsRef:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getEmbeddingsRef</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@getEmbeddingsRef:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#getIncludeEmbeddings" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getIncludeEmbeddings:Boolean"></a>
+      <a id="getIncludeEmbeddings:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getIncludeEmbeddings</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@getIncludeEmbeddings:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings#getSourcePath" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getSourcePath:String"></a>
+      <a id="getSourcePath:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getSourcePath</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@getSourcePath:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#includeEmbeddings" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="includeEmbeddings:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="includeEmbeddings:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">includeEmbeddings</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@includeEmbeddings:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a> → <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#isLoaded" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isLoaded():Boolean"></a>
+      <a id="isLoaded():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isLoaded</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@isLoaded():Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@logName:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#onTrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onTrained(WordEmbeddingsModel,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onTrained</span><span class="params">(<span name="model">model: <a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:WordEmbeddings.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@outputAnnotatorType:WordEmbeddings.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a> → <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#preloadedEmbeddings" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="preloadedEmbeddings:Option[com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings]"></a>
+      <a id="preloadedEmbeddings:Option[ClusterWordEmbeddings]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">preloadedEmbeddings</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<a href="ClusterWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings">ClusterWordEmbeddings</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@preloadedEmbeddings:Option[com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):WordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):WordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):WordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#setAsLoaded" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setAsLoaded():Unit"></a>
+      <a id="setAsLoaded():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setAsLoaded</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@setAsLoaded():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#setCaseSensitive" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setCaseSensitive(value:Boolean):HasEmbeddings.this.type"></a>
+      <a id="setCaseSensitive(Boolean):WordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setCaseSensitive</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@setCaseSensitive(value:Boolean):HasEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):WordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):WordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#setDimension" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDimension(value:Int):HasEmbeddings.this.type"></a>
+      <a id="setDimension(Int):WordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDimension</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@setDimension(value:Int):HasEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings#setEmbeddingsFormat" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setEmbeddingsFormat(format:String):WordEmbeddings.this.type"></a>
+      <a id="setEmbeddingsFormat(String):WordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setEmbeddingsFormat</span><span class="params">(<span name="format">format: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@setEmbeddingsFormat(format:String):WordEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#setEmbeddingsRef" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setEmbeddingsRef(value:String):HasWordEmbeddings.this.type"></a>
+      <a id="setEmbeddingsRef(String):WordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setEmbeddingsRef</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@setEmbeddingsRef(value:String):HasWordEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings#setEmbeddingsSource" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setEmbeddingsSource(path:String,nDims:Int,format:String):WordEmbeddings.this.type"></a>
+      <a id="setEmbeddingsSource(String,Int,String):WordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setEmbeddingsSource</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="nDims">nDims: <span class="extype" name="scala.Int">Int</span></span>, <span name="format">format: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@setEmbeddingsSource(path:String,nDims:Int,format:String):WordEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings#setEmbeddingsSource" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setEmbeddingsSource(path:String,nDims:Int,format:com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.Format):WordEmbeddings.this.type"></a>
+      <a id="setEmbeddingsSource(String,Int,Format):WordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setEmbeddingsSource</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="nDims">nDims: <span class="extype" name="scala.Int">Int</span></span>, <span name="format">format: <a href="WordEmbeddingsFormat$.html#Format=com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.Value" class="extmbr" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.Format">Format</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@setEmbeddingsSource(path:String,nDims:Int,format:com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.Format):WordEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#setIncludeEmbeddings" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setIncludeEmbeddings(value:Boolean):HasWordEmbeddings.this.type"></a>
+      <a id="setIncludeEmbeddings(Boolean):WordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setIncludeEmbeddings</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@setIncludeEmbeddings(value:Boolean):HasWordEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):WordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):WordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):WordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings#setSourcePath" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setSourcePath(path:String):WordEmbeddings.this.type"></a>
+      <a id="setSourcePath(String):WordEmbeddings.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setSourcePath</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@setSourcePath(path:String):WordEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings#sourceEmbeddingsPath" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="sourceEmbeddingsPath:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="sourceEmbeddingsPath:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sourceEmbeddingsPath</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@sourceEmbeddingsPath:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings#train" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel"></a>
+      <a id="train(Dataset[_],Option[PipelineModel]):WordEmbeddingsModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">train</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursivePipeline">recursivePipeline: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</span>)</span><span class="result">: <a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a> → <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@uid:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#wrapEmbeddingsMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapEmbeddingsMetadata(col:org.apache.spark.sql.Column,embeddingsDim:Int,embeddingsRef:Option[String]):org.apache.spark.sql.Column"></a>
+      <a id="wrapEmbeddingsMetadata(Column,Int,Option[String]):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapEmbeddingsMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>, <span name="embeddingsDim">embeddingsDim: <span class="extype" name="scala.Int">Int</span></span>, <span name="embeddingsRef">embeddingsRef: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@wrapEmbeddingsMetadata(col:org.apache.spark.sql.Column,embeddingsDim:Int,embeddingsRef:Option[String]):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddings@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">
+              <h3>Inherited from <a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">
+              <h3>Inherited from <a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.AnnotatorApproach">
+              <h3>Inherited from <a href="../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Estimator">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsFormat$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsFormat$.html
new file mode 100644
index 00000000000000..889b41ef3b7fc0
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsFormat$.html
@@ -0,0 +1,854 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>WordEmbeddingsFormat - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat</title>
+          <meta name="description" content="WordEmbeddingsFormat - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat" />
+          <meta name="keywords" content="WordEmbeddingsFormat com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+        <h1>WordEmbeddingsFormat</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">package embeddings</a>
+          </div></span></h3><span class="permalink">
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+        <span class="modifier"></span>
+        <span class="kind">object</span>
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+      <span class="symbol">
+        <span class="name">WordEmbeddingsFormat</span><span class="result"> extends <span class="extype" name="scala.Enumeration">Enumeration</span></span>
+      </span>
+      </h4>
+      
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+              <h3>Type Members</h3>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@Format=com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.Value" title="Permalink" target="_top">
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+    </span>
+      
+    </li><li name="scala.Enumeration.Val" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd><dt>Annotations</dt><dd>
+                <span class="name">@SerialVersionUID</span><span class="args">()</span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@ValueextendsOrdered[Enumeration.this.Value]withSerializable" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd><dt>Annotations</dt><dd>
+                <span class="name">@SerialVersionUID</span><span class="args">()</span>
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li></ol>
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+        <div id="values" class="values members">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat#BINARY" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <h4 class="signature">
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+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat#SPARKNLP" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat#TEXT" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Enumeration#Value" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="Value(Int,String):Value"></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat#int2frm" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="int2frm(i:Int):com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.Format"></a>
+      <a id="int2frm(Int):Format"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">int2frm</span><span class="params">(<span name="i">i: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="#Format=com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.Value" class="extmbr" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.Format">Format</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@int2frm(i:Int):com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.Format" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.Enumeration#maxId" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="maxId:Int"></a>
+      <a id="maxId:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxId</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@maxId:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.Enumeration#nextId" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="nextId:Int"></a>
+      <a id="nextId:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">nextId</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@nextId:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.Enumeration#nextName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="nextName:Iterator[String]"></a>
+      <a id="nextName:Iterator[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">nextName</span><span class="result">: <span class="extype" name="scala.Iterator">Iterator</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@nextName:Iterator[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.Enumeration#readResolve" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readResolve():AnyRef"></a>
+      <a id="readResolve():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readResolve</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@readResolve():AnyRef" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat#str2frm" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="str2frm(v:String):com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.Format"></a>
+      <a id="str2frm(String):Format"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">str2frm</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="#Format=com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.Value" class="extmbr" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.Format">Format</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@str2frm(v:String):com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.Format" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.Enumeration#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration → AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Enumeration#values" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="values:Enumeration.this.ValueSet"></a>
+      <a id="values:ValueSet"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">values</span><span class="result">: <a href="#ValueSetextendsAbstractSet[Enumeration.this.Value]withSortedSet[Enumeration.this.Value]withSortedSetLike[Enumeration.this.Value,Enumeration.this.ValueSet]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.ValueSet">ValueSet</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@values:Enumeration.this.ValueSet" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat$@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+              
+        </dd></dl></div>
+    </li><li name="scala.Enumeration#withName" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="withName(s:String):Enumeration.this.Value"></a>
+      <a id="withName(String):Value"></a>
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+      <span class="modifier_kind">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
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+            </div><div class="parent" name="scala.Any">
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+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsIndexer$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsIndexer$.html
new file mode 100644
index 00000000000000..b152a7813deebb
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsIndexer$.html
@@ -0,0 +1,553 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>WordEmbeddingsIndexer - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer</title>
+          <meta name="description" content="WordEmbeddingsIndexer - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer" />
+          <meta name="keywords" content="WordEmbeddingsIndexer com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">embeddings</a></p>
+        <h1>WordEmbeddingsIndexer</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">package embeddings</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WordEmbeddingsIndexer</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer"><span>WordEmbeddingsIndexer</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
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+
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+        <div id="allMembers">
+        
+
+        
+
+        
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+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer#indexBinary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="indexBinary(source:String,dbFile:String):Unit"></a>
+      <a id="indexBinary(String,String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">indexBinary</span><span class="params">(<span name="source">source: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="dbFile">dbFile: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$@indexBinary(source:String,dbFile:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Indexes Binary formatted file
+</p>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer#indexBinary" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="indexBinary(source:java.io.DataInputStream,dbFile:String):Unit"></a>
+      <a id="indexBinary(DataInputStream,String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">indexBinary</span><span class="params">(<span name="source">source: <span class="extype" name="java.io.DataInputStream">DataInputStream</span></span>, <span name="dbFile">dbFile: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$@indexBinary(source:java.io.DataInputStream,dbFile:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer#indexText" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="indexText(source:String,dbFile:String):Unit"></a>
+      <a id="indexText(String,String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$@indexText(source:String,dbFile:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Indexes Word embeddings in CSV Text File
+</p>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer#indexText" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="indexText(source:Iterator[String],dbFile:String):Unit"></a>
+      <a id="indexText(Iterator[String],String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">indexText</span><span class="params">(<span name="source">source: <span class="extype" name="scala.Iterator">Iterator</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="dbFile">dbFile: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$@indexText(source:Iterator[String],dbFile:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Indexes Word embeddings in CSV Format
+</p>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsModel$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsModel$.html
new file mode 100644
index 00000000000000..2b20589f21ed84
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsModel$.html
@@ -0,0 +1,589 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>WordEmbeddingsModel - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel</title>
+          <meta name="description" content="WordEmbeddingsModel - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" />
+          <meta name="keywords" content="WordEmbeddingsModel com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="WordEmbeddingsModel.html" title="See companion class"><img alt="Object/Class" src="../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">embeddings</a></p>
+        <h1><a href="WordEmbeddingsModel.html" title="See companion class">WordEmbeddingsModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="WordEmbeddingsModel.html" title="See companion class">class WordEmbeddingsModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">package embeddings</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WordEmbeddingsModel</span><span class="result"> extends <a href="EmbeddingsReadable.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable">EmbeddingsReadable</a>[<a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>] with <a href="PretrainedWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.PretrainedWordEmbeddings">PretrainedWordEmbeddings</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="PretrainedWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.PretrainedWordEmbeddings">PretrainedWordEmbeddings</a>, <a href="EmbeddingsReadable.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable">EmbeddingsReadable</a>[<a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>], <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel"><span>WordEmbeddingsModel</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.PretrainedWordEmbeddings"><span>PretrainedWordEmbeddings</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable"><span>EmbeddingsReadable</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a>
+      <a id="addReader((WordEmbeddingsModel,String,SparkSession)⇒Unit):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a>
+      <a id="load(String):WordEmbeddingsModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@load(path:String):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.PretrainedWordEmbeddings#pretrained" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel"></a>
+      <a id="pretrained(String,String,String):WordEmbeddingsModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;glove_100d&quot;</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;en&quot;</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="../../../package.html">ResourceDownloader.publicLoc</a></span></span></span>)</span><span class="result">: <a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="PretrainedWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.PretrainedWordEmbeddings">PretrainedWordEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a>
+      <a id="read:MLReader[WordEmbeddingsModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@read:org.apache.spark.ml.util.MLReader[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable#readEmbeddings" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readEmbeddings(instance:T,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="readEmbeddings(WordEmbeddingsModel,String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readEmbeddings</span><span class="params">(<span name="instance">instance: <a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@readEmbeddings(instance:T,path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="EmbeddingsReadable.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable">EmbeddingsReadable</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.PretrainedWordEmbeddings">
+              <h3>Inherited from <a href="PretrainedWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.PretrainedWordEmbeddings">PretrainedWordEmbeddings</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable">
+              <h3>Inherited from <a href="EmbeddingsReadable.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.EmbeddingsReadable">EmbeddingsReadable</a>[<a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsModel.html
new file mode 100644
index 00000000000000..23c9c0708bd4c1
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsModel.html
@@ -0,0 +1,2389 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>WordEmbeddingsModel - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel</title>
+          <meta name="description" content="WordEmbeddingsModel - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" />
+          <meta name="keywords" content="WordEmbeddingsModel com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="WordEmbeddingsModel$.html" title="See companion object"><img alt="Class/Object" src="../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">embeddings</a></p>
+        <h1><a href="WordEmbeddingsModel$.html" title="See companion object">WordEmbeddingsModel</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="WordEmbeddingsModel$.html" title="See companion object">object WordEmbeddingsModel</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">package embeddings</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WordEmbeddingsModel</span><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>] with <a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a> with <span class="extype" name="java.lang.AutoCloseable">AutoCloseable</span> with <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="java.lang.AutoCloseable">AutoCloseable</span>, <a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a>, <a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a>, <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>], <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>], <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel"><span>WordEmbeddingsModel</span></li><li class="in" name="java.lang.AutoCloseable"><span>AutoCloseable</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings"><span>HasWordEmbeddings</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings"><span>HasEmbeddings</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel"></a>
+      <a id="&lt;init&gt;:WordEmbeddingsModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WordEmbeddingsModel</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@&lt;init&gt;():com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel"></a>
+      <a id="&lt;init&gt;:WordEmbeddingsModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WordEmbeddingsModel</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@AnnotatorType=String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="$[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a>
+      <a id="$$[T](StructFeature[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a>
+      <a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a>
+      <a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a>
+      <a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel#afterAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
+      <a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a> → <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel#annotate" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a document and annotations and produces new annotations of this annotator's annotation type
+</p><div class="fullcomment"><div class="comment cmt"><p>takes a document and annotations and produces new annotations of this annotator's annotation type
+</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>any number of annotations processed for every input annotation. Not necessary one to one relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a> → <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#caseSensitive" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="caseSensitive:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="caseSensitive:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">caseSensitive</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@caseSensitive:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a>
+      <a id="checkSchema(StructType,String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:&lt;?&gt;):Params.this.type"></a>
+      <a id="clear(Param[_]):WordEmbeddingsModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel#close" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="close():Unit"></a>
+      <a id="close():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">close</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@close():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a> → AutoCloseable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a>
+      <a id="copy(ParamMap):WordEmbeddingsModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a>
+      <a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#dfAnnotate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a>
+      <a id="dfAnnotate:UserDefinedFunction"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with <span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span></p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>udf function to be applied to <a href="../AnnotatorModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" class="extmbr" name="com.johnsnowlabs.nlp.AnnotatorModel#inputCols">inputCols</a> using this annotator's annotate function as part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#dimension" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dimension:org.apache.spark.ml.param.IntParam"></a>
+      <a id="dimension:IntParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dimension</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@dimension:org.apache.spark.ml.param.IntParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#embeddingsRef" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="embeddingsRef:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="embeddingsRef:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">embeddingsRef</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@embeddingsRef:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:&lt;?&gt;):String"></a>
+      <a id="explainParam(Param[_]):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <a id="explainParams():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@explainParams():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="extraValidate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <a id="extraValidateMsg:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@extraValidateMsg:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap():ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:&lt;?&gt;):org.apache.spark.ml.param.ParamMap"></a>
+      <a id="extractParamMap(ParamMap):ParamMap"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a>
+      <a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a>
+      <a id="get[T](StructFeature[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a>
+      <a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a>
+      <a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="get[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#getCaseSensitive" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getCaseSensitive:Boolean"></a>
+      <a id="getCaseSensitive:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getCaseSensitive</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@getCaseSensitive:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#getClusterEmbeddings" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClusterEmbeddings:com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings"></a>
+      <a id="getClusterEmbeddings:ClusterWordEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClusterEmbeddings</span><span class="result">: <a href="ClusterWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings">ClusterWordEmbeddings</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@getClusterEmbeddings:com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a>
+      <a id="getDefault[T](Param[T]):Option[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#getDimension" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDimension:Int"></a>
+      <a id="getDimension:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDimension</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@getDimension:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#getEmbeddings" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getEmbeddings:com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever"></a>
+      <a id="getEmbeddings:WordEmbeddingsRetriever"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getEmbeddings</span><span class="result">: <a href="WordEmbeddingsRetriever.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever">WordEmbeddingsRetriever</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@getEmbeddings:com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#getEmbeddingsRef" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getEmbeddingsRef:String"></a>
+      <a id="getEmbeddingsRef:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getEmbeddingsRef</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@getEmbeddingsRef:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#getIncludeEmbeddings" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getIncludeEmbeddings:Boolean"></a>
+      <a id="getIncludeEmbeddings:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getIncludeEmbeddings</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@getIncludeEmbeddings:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <a id="getInputCols:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@getInputCols:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a>
+      <a id="getOrDefault[T](Param[T]):T"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <a id="getOutputCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@getOutputCol:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:&lt;?&gt;):org.apache.spark.ml.param.Param[Any]"></a>
+      <a id="getParam(String):Param[Any]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T&lt;:&lt;?&gt;](param:&lt;?&gt;):Boolean"></a>
+      <a id="hasDefault[T](Param[T]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:&lt;?&gt;):Boolean"></a>
+      <a id="hasParam(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@hasParam(paramName:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <a id="hasParent:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@hasParent:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#includeEmbeddings" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="includeEmbeddings:org.apache.spark.ml.param.BooleanParam"></a>
+      <a id="includeEmbeddings:BooleanParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">includeEmbeddings</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@includeEmbeddings:org.apache.spark.ml.param.BooleanParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:&lt;?&gt;,silent:&lt;?&gt;):Boolean"></a>
+      <a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:&lt;?&gt;):Unit"></a>
+      <a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel#inputAnnotatorTypes" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@inputAnnotatorTypes:Array[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator type</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a> → <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a>
+      <a id="inputCols:StringArrayParam"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator
+AnnotatorType is used both as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isDefined(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#isLoaded" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isLoaded():Boolean"></a>
+      <a id="isLoaded():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isLoaded</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@isLoaded():Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a>
+      <a id="isSet(Param[_]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <a id="isTraceEnabled():Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@isTraceEnabled():Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a>
+      <a id="log:Logger"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@log:org.slf4j.Logger" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:&lt;?&gt;,throwable:&lt;?&gt;):Unit"></a>
+      <a id="logDebug(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:&lt;?&gt;):Unit"></a>
+      <a id="logDebug(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@logDebug(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:&lt;?&gt;,throwable:&lt;?&gt;):Unit"></a>
+      <a id="logError(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:&lt;?&gt;):Unit"></a>
+      <a id="logError(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@logError(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:&lt;?&gt;,throwable:&lt;?&gt;):Unit"></a>
+      <a id="logInfo(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:&lt;?&gt;):Unit"></a>
+      <a id="logInfo(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@logInfo(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <a id="logName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@logName:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:&lt;?&gt;,throwable:&lt;?&gt;):Unit"></a>
+      <a id="logTrace(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:&lt;?&gt;):Unit"></a>
+      <a id="logTrace(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@logTrace(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:&lt;?&gt;,throwable:&lt;?&gt;):Unit"></a>
+      <a id="logWarning(⇒String,Throwable):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:&lt;?&gt;):Unit"></a>
+      <a id="logWarning(⇒String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@logWarning(msg:=&gt;String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel#onWrite" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a>
+      <a id="onWrite(String,SparkSession):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a> → <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel#outputAnnotatorType" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:WordEmbeddingsModel.this.AnnotatorType"></a>
+      <a id="outputAnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@outputAnnotatorType:WordEmbeddingsModel.this.AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a> → <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a>
+      <a id="outputCol:Param[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a>
+      <a id="params:Array[Param[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a>
+      <a id="parent:Estimator[WordEmbeddingsModel]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@parent:org.apache.spark.ml.Estimator[M]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#preloadedEmbeddings" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="preloadedEmbeddings:Option[com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings]"></a>
+      <a id="preloadedEmbeddings:Option[ClusterWordEmbeddings]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">preloadedEmbeddings</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<a href="ClusterWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings">ClusterWordEmbeddings</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@preloadedEmbeddings:Option[com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:&lt;?&gt;):Unit"></a>
+      <a id="save(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@save(path:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a>
+      <a id="set[T](StructFeature[T],T):WordEmbeddingsModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a>
+      <a id="set[K,V](MapFeature[K,V],Map[K,V]):WordEmbeddingsModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a>
+      <a id="set[T](SetFeature[T],Set[T]):WordEmbeddingsModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a>
+      <a id="set[T](ArrayFeature[T],Array[T]):WordEmbeddingsModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a>
+      <a id="set(ParamPair[_]):WordEmbeddingsModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a>
+      <a id="set(String,Any):WordEmbeddingsModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@set(param:String,value:Any):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="set[T](Param[T],T):WordEmbeddingsModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#setAsLoaded" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setAsLoaded():Unit"></a>
+      <a id="setAsLoaded():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setAsLoaded</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@setAsLoaded():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#setCaseSensitive" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setCaseSensitive(value:Boolean):HasEmbeddings.this.type"></a>
+      <a id="setCaseSensitive(Boolean):WordEmbeddingsModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setCaseSensitive</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@setCaseSensitive(value:Boolean):HasEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a>
+      <a id="setDefault[T](StructFeature[T],()⇒T):WordEmbeddingsModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a>
+      <a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):WordEmbeddingsModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](SetFeature[T],()⇒Set[T]):WordEmbeddingsModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a>
+      <a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):WordEmbeddingsModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a>
+      <a id="setDefault(ParamPair[_]*):WordEmbeddingsModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a>
+      <a id="setDefault[T](Param[T],T):WordEmbeddingsModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#setDimension" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDimension(value:Int):HasEmbeddings.this.type"></a>
+      <a id="setDimension(Int):WordEmbeddingsModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDimension</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@setDimension(value:Int):HasEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#setEmbeddingsRef" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setEmbeddingsRef(value:String):HasWordEmbeddings.this.type"></a>
+      <a id="setEmbeddingsRef(String):WordEmbeddingsModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setEmbeddingsRef</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@setEmbeddingsRef(value:String):HasWordEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings#setIncludeEmbeddings" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setIncludeEmbeddings(value:Boolean):HasWordEmbeddings.this.type"></a>
+      <a id="setIncludeEmbeddings(Boolean):WordEmbeddingsModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setIncludeEmbeddings</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@setIncludeEmbeddings(value:Boolean):HasWordEmbeddings.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(String*):WordEmbeddingsModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a>
+      <a id="setInputCols(Array[String]):WordEmbeddingsModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a>
+      <a id="setOutputCol(String):WordEmbeddingsModel.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a>
+      <a id="setParent(Estimator[WordEmbeddingsModel]):WordEmbeddingsModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still available separately
+metadata is built at schema level to record annotations structural information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p><span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a>
+      <a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a>
+      <a id="transformSchema(StructType,Boolean):StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel#uid" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <a id="uid:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@uid:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a>
+      <a id="validate(StructType):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings#wrapEmbeddingsMetadata" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapEmbeddingsMetadata(col:org.apache.spark.sql.Column,embeddingsDim:Int,embeddingsRef:Option[String]):org.apache.spark.sql.Column"></a>
+      <a id="wrapEmbeddingsMetadata(Column,Int,Option[String]):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapEmbeddingsMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>, <span name="embeddingsDim">embeddingsDim: <span class="extype" name="scala.Int">Int</span></span>, <span name="embeddingsRef">embeddingsRef: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@wrapEmbeddingsMetadata(col:org.apache.spark.sql.Column,embeddingsDim:Int,embeddingsRef:Option[String]):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a>
+      <a id="write:MLWriter"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel@write:org.apache.spark.ml.util.MLWriter" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="java.lang.AutoCloseable">
+              <h3>Inherited from <span class="extype" name="java.lang.AutoCloseable">AutoCloseable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">
+              <h3>Inherited from <a href="HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">
+              <h3>Inherited from <a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsRetriever.html b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsRetriever.html
new file mode 100644
index 00000000000000..71d5b07c3ff944
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsRetriever.html
@@ -0,0 +1,614 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>WordEmbeddingsRetriever - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever</title>
+          <meta name="description" content="WordEmbeddingsRetriever - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever" />
+          <meta name="keywords" content="WordEmbeddingsRetriever com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">embeddings</a></p>
+        <h1>WordEmbeddingsRetriever</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">package embeddings</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WordEmbeddingsRetriever</span><span class="params">(<span name="dbFile">dbFile: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="nDims">nDims: <span class="extype" name="scala.Int">Int</span></span>, <span name="caseSensitive">caseSensitive: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="lruCacheSize">lruCacheSize: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">100000</span></span>)</span><span class="result"> extends <span class="extype" name="java.lang.AutoCloseable">AutoCloseable</span> with <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="java.lang.AutoCloseable">AutoCloseable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever"><span>WordEmbeddingsRetriever</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="java.lang.AutoCloseable"><span>AutoCloseable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(dbFile:String,nDims:Int,caseSensitive:Boolean,lruCacheSize:Int):com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever"></a>
+      <a id="&lt;init&gt;:WordEmbeddingsRetriever"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">WordEmbeddingsRetriever</span><span class="params">(<span name="dbFile">dbFile: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="nDims">nDims: <span class="extype" name="scala.Int">Int</span></span>, <span name="caseSensitive">caseSensitive: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="lruCacheSize">lruCacheSize: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">100000</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever@&lt;init&gt;(dbFile:String,nDims:Int,caseSensitive:Boolean,lruCacheSize:Int):com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever#caseSensitive" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="caseSensitive:Boolean"></a>
+      <a id="caseSensitive:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">caseSensitive</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever@caseSensitive:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever#close" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="close():Unit"></a>
+      <a id="close():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">close</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever@close():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever">WordEmbeddingsRetriever</a> → AutoCloseable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever#containsEmbeddingsVector" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="containsEmbeddingsVector(word:String):Boolean"></a>
+      <a id="containsEmbeddingsVector(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">containsEmbeddingsVector</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever@containsEmbeddingsVector(word:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever#dbFile" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="dbFile:String"></a>
+      <a id="dbFile:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dbFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever@dbFile:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+      
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
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+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever#getEmbeddingsVector" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getEmbeddingsVector(word:String):Array[Float]"></a>
+      <a id="getEmbeddingsVector(String):Array[Float]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getEmbeddingsVector</span><span class="params">(<span name="word">word: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>
+      </span>
+      </h4><span class="permalink">
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+      </a>
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+      
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+      <a id="isInstanceOf[T0]:Boolean"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever#lru" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="lru:com.johnsnowlabs.nlp.util.LruMap[String,Array[Float]]"></a>
+      <a id="lru:LruMap[String,Array[Float]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">lru</span><span class="result">: <a href="../util/LruMap.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap">LruMap</a>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever@lru:com.johnsnowlabs.nlp.util.LruMap[String,Array[Float]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever#lruCacheSize" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="lruCacheSize:Int"></a>
+      <a id="lruCacheSize:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">lruCacheSize</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever@lruCacheSize:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever#nDims" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="nDims:Int"></a>
+      <a id="nDims:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">nDims</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever@nDims:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever@notify():Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever#zeroArray" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="zeroArray:Array[Float]"></a>
+      <a id="zeroArray:Array[Float]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">zeroArray</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever@zeroArray:Array[Float]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="java.lang.AutoCloseable">
+              <h3>Inherited from <span class="extype" name="java.lang.AutoCloseable">AutoCloseable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
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+
+      <div id="tooltip"></div>
+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/package.html b/docs/api/com/johnsnowlabs/nlp/embeddings/package.html
new file mode 100644
index 00000000000000..f5301042ada67e
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/package.html
@@ -0,0 +1,410 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>embeddings - com.johnsnowlabs.nlp.embeddings</title>
+          <meta name="description" content="embeddings - com.johnsnowlabs.nlp.embeddings" />
+          <meta name="keywords" content="embeddings com.johnsnowlabs.nlp.embeddings" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.embeddings.package';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Package" src="../../../../lib/package_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1>embeddings</h1><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.package" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <span class="name">embeddings</span>
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+      
+          <div id="comment" class="fullcommenttop"></div>
+        
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+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        
+        
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
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+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="BertEmbeddingsextendsAnnotatorModel[com.johnsnowlabs.nlp.embeddings.BertEmbeddings]withWriteTensorflowModelwithHasEmbeddings"></a>
+      <a id="BertEmbeddings:BertEmbeddings"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="BertEmbeddings.html"><span class="name">BertEmbeddings</span></a><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>] with <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.package@BertEmbeddingsextendsAnnotatorModel[com.johnsnowlabs.nlp.embeddings.BertEmbeddings]withWriteTensorflowModelwithHasEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
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+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.package@PretrainedBertModelextendsAnyRef" title="Permalink" target="_top">
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+    </li><li name="com.johnsnowlabs.nlp.embeddings.PretrainedWordEmbeddings" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
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+
+        
+
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.package@BertEmbeddings" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.package@WordEmbeddingsFormat" title="Permalink" target="_top">
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+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsIndexer" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.embeddings.package@WordEmbeddingsModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        
+        
+        </div>
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+        <div id="groupedMembers">
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+      </div>
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+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/functions$$EachAnnotations.html b/docs/api/com/johnsnowlabs/nlp/functions$$EachAnnotations.html
new file mode 100644
index 00000000000000..e0c42c2a40d06e
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/functions$$EachAnnotations.html
@@ -0,0 +1,519 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>EachAnnotations - com.johnsnowlabs.nlp.functions.EachAnnotations</title>
+          <meta name="description" content="EachAnnotations - com.johnsnowlabs.nlp.functions.EachAnnotations" />
+          <meta name="keywords" content="EachAnnotations com.johnsnowlabs.nlp.functions.EachAnnotations" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.functions$$EachAnnotations';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../lib/class_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="functions$.html" class="extype" name="com.johnsnowlabs.nlp.functions">functions</a></p>
+        <h1>EachAnnotations</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="functions$.html" class="extype" name="com.johnsnowlabs.nlp.functions">package functions</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$EachAnnotations" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">EachAnnotations</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
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+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.functions.EachAnnotations"><span>EachAnnotations</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+              </div><div id="ancestors">
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+          </div>
+      </div>
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+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.functions.EachAnnotations#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(dataset:org.apache.spark.sql.DataFrame):com.johnsnowlabs.nlp.functions.EachAnnotations"></a>
+      <a id="&lt;init&gt;:EachAnnotations"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">EachAnnotations</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$EachAnnotations@&lt;init&gt;(dataset:org.apache.spark.sql.DataFrame):com.johnsnowlabs.nlp.functions.EachAnnotations" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$EachAnnotations@==(x$1:Any):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$EachAnnotations@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$EachAnnotations@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.functions.EachAnnotations#eachAnnotations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="eachAnnotations[T](column:String,function:Seq[com.johnsnowlabs.nlp.Annotation]=&gt;Unit)(implicitevidence$2:reflect.runtime.universe.TypeTag[T]):Unit"></a>
+      <a id="eachAnnotations[T](String,(Seq[Annotation])⇒Unit)(scala.reflect.api.JavaUniverse.TypeTag[T]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eachAnnotations</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="column">column: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="function">function: (<span class="extype" name="scala.Seq">Seq</span>[<a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="params">(<span class="implicit">implicit </span><span name="arg0">arg0: <span class="extype" name="scala.reflect.api.TypeTags.TypeTag">scala.reflect.api.JavaUniverse.TypeTag</span>[<span class="extype" name="com.johnsnowlabs.nlp.functions.EachAnnotations.eachAnnotations.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$EachAnnotations@eachAnnotations[T](column:String,function:Seq[com.johnsnowlabs.nlp.Annotation]=&gt;Unit)(implicitevidence$2:reflect.runtime.universe.TypeTag[T]):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$EachAnnotations@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$EachAnnotations@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$EachAnnotations@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$EachAnnotations@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$EachAnnotations@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$EachAnnotations@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$EachAnnotations@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$EachAnnotations@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$EachAnnotations@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$EachAnnotations@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$EachAnnotations@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$EachAnnotations@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$EachAnnotations@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$EachAnnotations@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
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+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/functions$$ExplodeAnnotations.html b/docs/api/com/johnsnowlabs/nlp/functions$$ExplodeAnnotations.html
new file mode 100644
index 00000000000000..3fec955b792e73
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/functions$$ExplodeAnnotations.html
@@ -0,0 +1,519 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ExplodeAnnotations - com.johnsnowlabs.nlp.functions.ExplodeAnnotations</title>
+          <meta name="description" content="ExplodeAnnotations - com.johnsnowlabs.nlp.functions.ExplodeAnnotations" />
+          <meta name="keywords" content="ExplodeAnnotations com.johnsnowlabs.nlp.functions.ExplodeAnnotations" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.functions$$ExplodeAnnotations';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../lib/class_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="functions$.html" class="extype" name="com.johnsnowlabs.nlp.functions">functions</a></p>
+        <h1>ExplodeAnnotations</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="functions$.html" class="extype" name="com.johnsnowlabs.nlp.functions">package functions</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$ExplodeAnnotations" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ExplodeAnnotations</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.functions.ExplodeAnnotations"><span>ExplodeAnnotations</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
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+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.functions.ExplodeAnnotations#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(dataset:org.apache.spark.sql.DataFrame):com.johnsnowlabs.nlp.functions.ExplodeAnnotations"></a>
+      <a id="&lt;init&gt;:ExplodeAnnotations"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ExplodeAnnotations</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$ExplodeAnnotations@&lt;init&gt;(dataset:org.apache.spark.sql.DataFrame):com.johnsnowlabs.nlp.functions.ExplodeAnnotations" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$ExplodeAnnotations@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$ExplodeAnnotations@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$ExplodeAnnotations@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$ExplodeAnnotations@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$ExplodeAnnotations@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$ExplodeAnnotations@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$ExplodeAnnotations@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.functions.ExplodeAnnotations#explodeAnnotations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="explodeAnnotations[T](column:String,outputCol:String)(implicitevidence$3:reflect.runtime.universe.TypeTag[T]):org.apache.spark.sql.DataFrame"></a>
+      <a id="explodeAnnotations[T](String,String)(scala.reflect.api.JavaUniverse.TypeTag[T]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explodeAnnotations</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="column">column: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="outputCol">outputCol: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="params">(<span class="implicit">implicit </span><span name="arg0">arg0: <span class="extype" name="scala.reflect.api.TypeTags.TypeTag">scala.reflect.api.JavaUniverse.TypeTag</span>[<span class="extype" name="com.johnsnowlabs.nlp.functions.ExplodeAnnotations.explodeAnnotations.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$ExplodeAnnotations@explodeAnnotations[T](column:String,outputCol:String)(implicitevidence$3:reflect.runtime.universe.TypeTag[T]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$ExplodeAnnotations@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$ExplodeAnnotations@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$ExplodeAnnotations@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$ExplodeAnnotations@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$ExplodeAnnotations@notify():Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$ExplodeAnnotations@notifyAll():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$ExplodeAnnotations@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$ExplodeAnnotations@toString():String" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$ExplodeAnnotations@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$ExplodeAnnotations@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$ExplodeAnnotations@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/functions$$FilterAnnotations.html b/docs/api/com/johnsnowlabs/nlp/functions$$FilterAnnotations.html
new file mode 100644
index 00000000000000..2a609a989e4c64
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/functions$$FilterAnnotations.html
@@ -0,0 +1,519 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>FilterAnnotations - com.johnsnowlabs.nlp.functions.FilterAnnotations</title>
+          <meta name="description" content="FilterAnnotations - com.johnsnowlabs.nlp.functions.FilterAnnotations" />
+          <meta name="keywords" content="FilterAnnotations com.johnsnowlabs.nlp.functions.FilterAnnotations" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.functions$$FilterAnnotations';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../lib/class_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="functions$.html" class="extype" name="com.johnsnowlabs.nlp.functions">functions</a></p>
+        <h1>FilterAnnotations</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="functions$.html" class="extype" name="com.johnsnowlabs.nlp.functions">package functions</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$FilterAnnotations" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">FilterAnnotations</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.functions.FilterAnnotations"><span>FilterAnnotations</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.functions.FilterAnnotations#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(dataset:org.apache.spark.sql.DataFrame):com.johnsnowlabs.nlp.functions.FilterAnnotations"></a>
+      <a id="&lt;init&gt;:FilterAnnotations"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">FilterAnnotations</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$FilterAnnotations@&lt;init&gt;(dataset:org.apache.spark.sql.DataFrame):com.johnsnowlabs.nlp.functions.FilterAnnotations" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$FilterAnnotations@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$FilterAnnotations@##():Int" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$FilterAnnotations@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$FilterAnnotations@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$FilterAnnotations@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$FilterAnnotations@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$FilterAnnotations@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.functions.FilterAnnotations#filterByAnnotations" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">filterByAnnotations</span><span class="params">(<span name="column">column: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="function">function: (<span class="extype" name="scala.Seq">Seq</span>[<a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]) ⇒ <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
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+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+    </span>)</span>
+              
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+    </li></ol>
+            </div>
+
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+
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+        </div>
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+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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+        
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+        <div id="groupedMembers">
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diff --git a/docs/api/com/johnsnowlabs/nlp/functions$$MapAnnotations.html b/docs/api/com/johnsnowlabs/nlp/functions$$MapAnnotations.html
new file mode 100644
index 00000000000000..2ef7ec4a1dcb45
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/functions$$MapAnnotations.html
@@ -0,0 +1,519 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>MapAnnotations - com.johnsnowlabs.nlp.functions.MapAnnotations</title>
+          <meta name="description" content="MapAnnotations - com.johnsnowlabs.nlp.functions.MapAnnotations" />
+          <meta name="keywords" content="MapAnnotations com.johnsnowlabs.nlp.functions.MapAnnotations" />
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+   	  </script>
+    
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+        <body class="type">
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+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="functions$.html" class="extype" name="com.johnsnowlabs.nlp.functions">functions</a></p>
+        <h1>MapAnnotations</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="functions$.html" class="extype" name="com.johnsnowlabs.nlp.functions">package functions</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$MapAnnotations" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">MapAnnotations</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
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+              <ol><li name="com.johnsnowlabs.nlp.functions.MapAnnotations#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(dataset:org.apache.spark.sql.DataFrame):com.johnsnowlabs.nlp.functions.MapAnnotations"></a>
+      <a id="&lt;init&gt;:MapAnnotations"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">MapAnnotations</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span>
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+            </div>
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+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="kind">def</span>
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+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="kind">def</span>
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+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <a id="mapAnnotations[T](String,String,(Seq[Annotation])⇒T)(scala.reflect.api.JavaUniverse.TypeTag[T]):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">mapAnnotations</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="column">column: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="outputCol">outputCol: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="function">function: (<span class="extype" name="scala.Seq">Seq</span>[<a href="Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]) ⇒ <span class="extype" name="com.johnsnowlabs.nlp.functions.MapAnnotations.mapAnnotations.T">T</span></span>)</span><span class="params">(<span class="implicit">implicit </span><span name="arg0">arg0: <span class="extype" name="scala.reflect.api.TypeTags.TypeTag">scala.reflect.api.JavaUniverse.TypeTag</span>[<span class="extype" name="com.johnsnowlabs.nlp.functions.MapAnnotations.mapAnnotations.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
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+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$$MapAnnotations@mapAnnotations[T](column:String,outputCol:String,function:Seq[com.johnsnowlabs.nlp.Annotation]=&gt;T)(implicitevidence$1:reflect.runtime.universe.TypeTag[T]):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
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+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <a id="notifyAll():Unit"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="modifier">final </span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/functions$.html b/docs/api/com/johnsnowlabs/nlp/functions$.html
new file mode 100644
index 00000000000000..07183660f52337
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/functions$.html
@@ -0,0 +1,553 @@
+<!DOCTYPE html >
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">class</span>
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+      <span class="symbol">
+        <a href="functions$$ExplodeAnnotations.html"><span class="name">ExplodeAnnotations</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+        <a href="functions$$FilterAnnotations.html"><span class="name">FilterAnnotations</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="functions$$MapAnnotations.html"><span class="name">MapAnnotations</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
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+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+              
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+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$@hashCode():Int" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.functions$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/package.html b/docs/api/com/johnsnowlabs/nlp/package.html
new file mode 100644
index 00000000000000..8183c2d14b906a
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/package.html
@@ -0,0 +1,758 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>nlp - com.johnsnowlabs.nlp</title>
+          <meta name="description" content="nlp - com.johnsnowlabs.nlp" />
+          <meta name="keywords" content="nlp com.johnsnowlabs.nlp" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.package';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Package" src="../../../lib/package_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a></p>
+        <h1>nlp</h1><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <span class="name">nlp</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        
+        
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.Annotation" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotationextendsProductwithSerializable"></a>
+      <a id="Annotation:Annotation"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="Annotation.html"><span class="name">Annotation</span></a><span class="params">(<span name="annotatorType">annotatorType: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="begin">begin: <span class="extype" name="scala.Int">Int</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span></span>, <span name="result">result: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="metadata">metadata: <span class="extype" name="scala.collection.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="embeddings">embeddings: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>] = <span class="symbol">Array.emptyFloatArray</span></span>, <span name="sentence_embeddings">sentence_embeddings: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>] = <span class="symbol">Array.emptyFloatArray</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@AnnotationextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">represents annotator's output parts and their details</p><div class="fullcomment"><div class="comment cmt"><p>represents annotator's output parts and their details</p></div><dl class="paramcmts block"><dt class="param">annotatorType</dt><dd class="cmt"><p>the type of annotation</p></dd><dt class="param">begin</dt><dd class="cmt"><p>the index of the first character under this annotation</p></dd><dt class="param">end</dt><dd class="cmt"><p>the index after the last character under this annotation</p></dd><dt class="param">metadata</dt><dd class="cmt"><p>associated metadata for this annotation</p></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="AnnotatorApproach[M&lt;:org.apache.spark.ml.Model[M]]extendsEstimator[M]withHasInputAnnotationColswithHasOutputAnnotationColwithHasOutputAnnotatorTypewithDefaultParamsWritable"></a>
+      <a id="AnnotatorApproach[M&lt;:Model[M]]:AnnotatorApproach[M]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="AnnotatorApproach.html"><span class="name">AnnotatorApproach</span></a><span class="tparams">[<span name="M">M &lt;: <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<span class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach.M">M</span>]</span>]</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<span class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach.M">M</span>] with <a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a> with <a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a> with <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a> with <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@AnnotatorApproach[M&lt;:org.apache.spark.ml.Model[M]]extendsEstimator[M]withHasInputAnnotationColswithHasOutputAnnotationColwithHasOutputAnnotatorTypewithDefaultParamsWritable" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">This class should grow once we start training on datasets and share params
+For now it stands as a dummy placeholder for future reference
+</p>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="AnnotatorModel[M&lt;:org.apache.spark.ml.Model[M]]extendsModel[M]withRawAnnotator[M]"></a>
+      <a id="AnnotatorModel[M&lt;:Model[M]]:AnnotatorModel[M]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="AnnotatorModel.html"><span class="name">AnnotatorModel</span></a><span class="tparams">[<span name="M">M &lt;: <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<span class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel.M">M</span>]</span>]</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<span class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel.M">M</span>] with <a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<span class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel.M">M</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@AnnotatorModel[M&lt;:org.apache.spark.ml.Model[M]]extendsModel[M]withRawAnnotator[M]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">This trait implements logic that applies nlp using Spark ML Pipeline transformers
+Should strongly change once UsedDefinedTypes are allowed
+https://issues.apache.org/jira/browse/SPARK-7768
+</p>
+    </li><li name="com.johnsnowlabs.nlp.Chunk2Doc" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="Chunk2DocextendsAnnotatorModel[com.johnsnowlabs.nlp.Chunk2Doc]"></a>
+      <a id="Chunk2Doc:Chunk2Doc"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="Chunk2Doc.html"><span class="name">Chunk2Doc</span></a><span class="result"> extends <a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@Chunk2DocextendsAnnotatorModel[com.johnsnowlabs.nlp.Chunk2Doc]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="Doc2ChunkextendsModel[com.johnsnowlabs.nlp.Doc2Chunk]withRawAnnotator[com.johnsnowlabs.nlp.Doc2Chunk]"></a>
+      <a id="Doc2Chunk:Doc2Chunk"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="Doc2Chunk.html"><span class="name">Doc2Chunk</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>] with <a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@Doc2ChunkextendsModel[com.johnsnowlabs.nlp.Doc2Chunk]withRawAnnotator[com.johnsnowlabs.nlp.Doc2Chunk]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Created by saif on 06/07/17.</p>
+    </li><li name="com.johnsnowlabs.nlp.DocumentAssembler" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="DocumentAssemblerextendsTransformerwithDefaultParamsWritablewithHasOutputAnnotatorTypewithHasOutputAnnotationCol"></a>
+      <a id="DocumentAssembler:DocumentAssembler"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="DocumentAssembler.html"><span class="name">DocumentAssembler</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span> with <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span> with <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a> with <a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@DocumentAssemblerextendsTransformerwithDefaultParamsWritablewithHasOutputAnnotatorTypewithHasOutputAnnotationCol" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Created by saif on 06/07/17.</p>
+    </li><li name="com.johnsnowlabs.nlp.FeaturesReader" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="FeaturesReader[T&lt;:com.johnsnowlabs.nlp.HasFeatures]extendsMLReader[T]"></a>
+      <a id="FeaturesReader[T&lt;:HasFeatures]:FeaturesReader[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="FeaturesReader.html"><span class="name">FeaturesReader</span></a><span class="tparams">[<span name="T">T &lt;: <a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>]</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<span class="extype" name="com.johnsnowlabs.nlp.FeaturesReader.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@FeaturesReader[T&lt;:com.johnsnowlabs.nlp.HasFeatures]extendsMLReader[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.FeaturesWriter" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="FeaturesWriter[T]extendsMLWriterwithHasFeatures"></a>
+      <a id="FeaturesWriter[T]:FeaturesWriter[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="FeaturesWriter.html"><span class="name">FeaturesWriter</span></a><span class="tparams">[<span name="T">T</span>]</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span> with <a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@FeaturesWriter[T]extendsMLWriterwithHasFeatures" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Finisher" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="FinisherextendsTransformerwithDefaultParamsWritable"></a>
+      <a id="Finisher:Finisher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="Finisher.html"><span class="name">Finisher</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span> with <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@FinisherextendsTransformerwithDefaultParamsWritable" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="HasFeaturesextendsAnyRef"></a>
+      <a id="HasFeatures:HasFeatures"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a href="HasFeatures.html"><span class="name">HasFeatures</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@HasFeaturesextendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="HasInputAnnotationColsextendsParams"></a>
+      <a id="HasInputAnnotationCols:HasInputAnnotationCols"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a href="HasInputAnnotationCols.html"><span class="name">HasInputAnnotationCols</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@HasInputAnnotationColsextendsParams" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="HasOutputAnnotationColextendsParams"></a>
+      <a id="HasOutputAnnotationCol:HasOutputAnnotationCol"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a href="HasOutputAnnotationCol.html"><span class="name">HasOutputAnnotationCol</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@HasOutputAnnotationColextendsParams" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="HasOutputAnnotatorTypeextendsAnyRef"></a>
+      <a id="HasOutputAnnotatorType:HasOutputAnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a href="HasOutputAnnotatorType.html"><span class="name">HasOutputAnnotatorType</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@HasOutputAnnotatorTypeextendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.HasRecursiveFit" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="HasRecursiveFit[M&lt;:org.apache.spark.ml.Model[M]]extendsAnyRef"></a>
+      <a id="HasRecursiveFit[M&lt;:Model[M]]:HasRecursiveFit[M]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a href="HasRecursiveFit.html"><span class="name">HasRecursiveFit</span></a><span class="tparams">[<span name="M">M &lt;: <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasRecursiveFit.M">M</span>]</span>]</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@HasRecursiveFit[M&lt;:org.apache.spark.ml.Model[M]]extendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">AnnotatorApproach'es may extend this trait in order to allow
+RecursivePipelines to include intermediate
+steps trained PipelineModel's
+</p>
+    </li><li name="com.johnsnowlabs.nlp.JavaAnnotation" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="JavaAnnotationextendsProductwithSerializable"></a>
+      <a id="JavaAnnotation:JavaAnnotation"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="JavaAnnotation.html"><span class="name">JavaAnnotation</span></a><span class="params">(<span name="annotatorType">annotatorType: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="begin">begin: <span class="extype" name="scala.Int">Int</span></span>, <span name="end">end: <span class="extype" name="scala.Int">Int</span></span>, <span name="result">result: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="metadata">metadata: <span class="extype" name="java.util.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="embeddings">embeddings: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>] = <span class="symbol">Array.emptyFloatArray</span></span>, <span name="sentenceEmbeddings">sentenceEmbeddings: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>] = <span class="symbol">Array.emptyFloatArray</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@JavaAnnotationextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.LightPipeline" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="LightPipelineextendsAnyRef"></a>
+      <a id="LightPipeline:LightPipeline"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="LightPipeline.html"><span class="name">LightPipeline</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@LightPipelineextendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="ParamsAndFeaturesReadable[T&lt;:com.johnsnowlabs.nlp.HasFeatures]extendsDefaultParamsReadable[T]"></a>
+      <a id="ParamsAndFeaturesReadable[T&lt;:HasFeatures]:ParamsAndFeaturesReadable[T]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a href="ParamsAndFeaturesReadable.html"><span class="name">ParamsAndFeaturesReadable</span></a><span class="tparams">[<span name="T">T &lt;: <a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>]</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<span class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable.T">T</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@ParamsAndFeaturesReadable[T&lt;:com.johnsnowlabs.nlp.HasFeatures]extendsDefaultParamsReadable[T]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="ParamsAndFeaturesWritableextendsDefaultParamsWritablewithParamswithHasFeatures"></a>
+      <a id="ParamsAndFeaturesWritable:ParamsAndFeaturesWritable"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a href="ParamsAndFeaturesWritable.html"><span class="name">ParamsAndFeaturesWritable</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span> with <span class="extype" name="org.apache.spark.ml.param.Params">Params</span> with <a href="HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@ParamsAndFeaturesWritableextendsDefaultParamsWritablewithParamswithHasFeatures" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="RawAnnotator[M&lt;:org.apache.spark.ml.Model[M]]extendsModel[M]withParamsAndFeaturesWritablewithHasOutputAnnotatorTypewithHasInputAnnotationColswithHasOutputAnnotationCol"></a>
+      <a id="RawAnnotator[M&lt;:Model[M]]:RawAnnotator[M]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a href="RawAnnotator.html"><span class="name">RawAnnotator</span></a><span class="tparams">[<span name="M">M &lt;: <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<span class="extype" name="com.johnsnowlabs.nlp.RawAnnotator.M">M</span>]</span>]</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<span class="extype" name="com.johnsnowlabs.nlp.RawAnnotator.M">M</span>] with <a href="ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> with <a href="HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a> with <a href="HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a> with <a href="HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@RawAnnotator[M&lt;:org.apache.spark.ml.Model[M]]extendsModel[M]withParamsAndFeaturesWritablewithHasOutputAnnotatorTypewithHasInputAnnotationColswithHasOutputAnnotationCol" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Created by jose on 25/01/18.</p>
+    </li><li name="com.johnsnowlabs.nlp.RecursivePipeline" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="RecursivePipelineextendsPipeline"></a>
+      <a id="RecursivePipeline:RecursivePipeline"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="RecursivePipeline.html"><span class="name">RecursivePipeline</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.ml.Pipeline">Pipeline</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@RecursivePipelineextendsPipeline" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.TokenAssembler" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TokenAssemblerextendsAnnotatorModel[com.johnsnowlabs.nlp.TokenAssembler]"></a>
+      <a id="TokenAssembler:TokenAssembler"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="TokenAssembler.html"><span class="name">TokenAssembler</span></a><span class="result"> extends <a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@TokenAssemblerextendsAnnotatorModel[com.johnsnowlabs.nlp.TokenAssembler]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Created by saif on 06/07/17.</p>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.Annotation" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="Annotation"></a>
+      <a id="Annotation:Annotation"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="Annotation$.html"><span class="name">Annotation</span></a><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@Annotation" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorType" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="AnnotatorType"></a>
+      <a id="AnnotatorType:AnnotatorType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="AnnotatorType$.html"><span class="name">AnnotatorType</span></a>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@AnnotatorType" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Chunk2Doc" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="Chunk2Doc"></a>
+      <a id="Chunk2Doc:Chunk2Doc"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="Chunk2Doc$.html"><span class="name">Chunk2Doc</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@Chunk2Doc" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Doc2Chunk" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="Doc2Chunk"></a>
+      <a id="Doc2Chunk:Doc2Chunk"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="Doc2Chunk$.html"><span class="name">Doc2Chunk</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@Doc2Chunk" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.DocumentAssembler" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="DocumentAssembler"></a>
+      <a id="DocumentAssembler:DocumentAssembler"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="DocumentAssembler$.html"><span class="name">DocumentAssembler</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DocumentAssembler.html" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@DocumentAssembler" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.Finisher" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="Finisher"></a>
+      <a id="Finisher:Finisher"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="Finisher$.html"><span class="name">Finisher</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="Finisher.html" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@Finisher" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.SparkNLP" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SparkNLP"></a>
+      <a id="SparkNLP:SparkNLP"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="SparkNLP$.html"><span class="name">SparkNLP</span></a>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@SparkNLP" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.TokenAssembler" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TokenAssembler"></a>
+      <a id="TokenAssembler:TokenAssembler"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="TokenAssembler$.html"><span class="name">TokenAssembler</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@TokenAssembler" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotator" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="annotator"></a>
+      <a id="annotator:annotator"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a href="annotator/package.html"><span class="name">annotator</span></a>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.nlp.package@annotator" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="annotators"></a>
+      <a id="annotators:annotators"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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diff --git a/docs/api/com/johnsnowlabs/nlp/pretrained/PretrainedPipeline.html b/docs/api/com/johnsnowlabs/nlp/pretrained/PretrainedPipeline.html
new file mode 100644
index 00000000000000..8cedfe06105066
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/pretrained/PretrainedPipeline.html
@@ -0,0 +1,612 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PretrainedPipeline - com.johnsnowlabs.nlp.pretrained.PretrainedPipeline</title>
+          <meta name="description" content="PretrainedPipeline - com.johnsnowlabs.nlp.pretrained.PretrainedPipeline" />
+          <meta name="keywords" content="PretrainedPipeline com.johnsnowlabs.nlp.pretrained.PretrainedPipeline" />
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+        <h1>PretrainedPipeline</h1><h3><span class="morelinks"><div>Related Doc:
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+        <span class="modifier"></span>
+        <span class="kind">case class</span>
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+        <span class="name">PretrainedPipeline</span><span class="params">(<span name="downloadName">downloadName: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;en&quot;</span></span>, <span name="source">source: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="ResourceDownloader$.html">ResourceDownloader.publicLoc</a></span></span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <h4 class="signature">
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+        <span class="modifier"></span>
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+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="target">target: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Predef.String">String</span>]]</span>
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+      <a id="annotate(dataset:org.apache.spark.sql.DataFrame,inputColumn:String):org.apache.spark.sql.DataFrame"></a>
+      <a id="annotate(DataFrame,String):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>, <span name="inputColumn">inputColumn: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
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+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
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+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+    </li><li name="com.johnsnowlabs.nlp.pretrained.PretrainedPipeline#transform" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="transform(dataFrame:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+        <span class="name">transform</span><span class="params">(<span name="dataFrame">dataFrame: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
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+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+        <span class="modifier">final </span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/pretrained/PythonResourceDownloader$.html b/docs/api/com/johnsnowlabs/nlp/pretrained/PythonResourceDownloader$.html
new file mode 100644
index 00000000000000..0ccd3597c87ba2
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/pretrained/PythonResourceDownloader$.html
@@ -0,0 +1,601 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>PythonResourceDownloader - com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader</title>
+          <meta name="description" content="PythonResourceDownloader - com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader" />
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+        <h1>PythonResourceDownloader</h1><h3><span class="morelinks"><div>Related Doc:
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+    </li><li name="com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader#clearCache" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="clearCache(name:String,language:String,remoteLoc:String):Unit"></a>
+      <a id="clearCache(String,String,String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clearCache</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="language">language: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">null</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">null</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader$@clearCache(name:String,language:String,remoteLoc:String):Unit" title="Permalink" target="_top">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader$@clone():Object" title="Permalink" target="_top">
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+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader#downloadModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="downloadModel(readerStr:String,name:String,language:String,remoteLoc:String):org.apache.spark.ml.PipelineStage"></a>
+      <a id="downloadModel(String,String,String,String):PipelineStage"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">downloadModel</span><span class="params">(<span name="readerStr">readerStr: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="language">language: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">null</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">null</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader$@downloadModel(readerStr:String,name:String,language:String,remoteLoc:String):org.apache.spark.ml.PipelineStage" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader#downloadPipeline" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="downloadPipeline(name:String,language:String,remoteLoc:String):org.apache.spark.ml.PipelineModel"></a>
+      <a id="downloadPipeline(String,String,String):PipelineModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">downloadPipeline</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="language">language: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">null</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">null</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader$@downloadPipeline(name:String,language:String,remoteLoc:String):org.apache.spark.ml.PipelineModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
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+      <a id="getClass():Class[_]"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader$@getClass():Class[_]" title="Permalink" target="_top">
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader$@hashCode():Int" title="Permalink" target="_top">
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader#keyToReader" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="keyToReader:scala.collection.mutable.Map[String,org.apache.spark.ml.util.DefaultParamsReadable[_]]"></a>
+      <a id="keyToReader:Map[String,DefaultParamsReadable[_]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader$@keyToReader:scala.collection.mutable.Map[String,org.apache.spark.ml.util.DefaultParamsReadable[_]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader$@notify():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader$@notifyAll():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader#showPublicModels" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="showPublicModels():Unit"></a>
+      <a id="showPublicModels():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">showPublicModels</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader$@showPublicModels():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader#showPublicPipelines" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="showPublicPipelines():Unit"></a>
+      <a id="showPublicPipelines():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">showPublicPipelines</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader$@showPublicPipelines():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader#showUnCategorizedResources" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="showUnCategorizedResources():Unit"></a>
+      <a id="showUnCategorizedResources():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">showUnCategorizedResources</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader$@showUnCategorizedResources():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/pretrained/RepositoryMetadata.html b/docs/api/com/johnsnowlabs/nlp/pretrained/RepositoryMetadata.html
new file mode 100644
index 00000000000000..efd7ba6c841aa1
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/pretrained/RepositoryMetadata.html
@@ -0,0 +1,546 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>RepositoryMetadata - com.johnsnowlabs.nlp.pretrained.RepositoryMetadata</title>
+          <meta name="description" content="RepositoryMetadata - com.johnsnowlabs.nlp.pretrained.RepositoryMetadata" />
+          <meta name="keywords" content="RepositoryMetadata com.johnsnowlabs.nlp.pretrained.RepositoryMetadata" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.pretrained.RepositoryMetadata';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.pretrained">pretrained</a></p>
+        <h1>RepositoryMetadata</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.pretrained">package pretrained</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.RepositoryMetadata" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RepositoryMetadata</span><span class="params">(<span name="metadataFile">metadataFile: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="repoFolder">repoFolder: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="version">version: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="lastMetadataDownloaded">lastMetadataDownloaded: <span class="extype" name="java.sql.Timestamp">Timestamp</span></span>, <span name="metadata">metadata: <span class="extype" name="scala.List">List</span>[<a href="ResourceMetadata.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata">ResourceMetadata</a>]</span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Describes state of repository
+Repository could be any s3 folder that has metadata.json describing list of resources inside
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.pretrained.RepositoryMetadata"><span>RepositoryMetadata</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.pretrained.RepositoryMetadata#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(metadataFile:String,repoFolder:String,version:String,lastMetadataDownloaded:java.sql.Timestamp,metadata:List[com.johnsnowlabs.nlp.pretrained.ResourceMetadata]):com.johnsnowlabs.nlp.pretrained.RepositoryMetadata"></a>
+      <a id="&lt;init&gt;:RepositoryMetadata"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RepositoryMetadata</span><span class="params">(<span name="metadataFile">metadataFile: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="repoFolder">repoFolder: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="version">version: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="lastMetadataDownloaded">lastMetadataDownloaded: <span class="extype" name="java.sql.Timestamp">Timestamp</span></span>, <span name="metadata">metadata: <span class="extype" name="scala.List">List</span>[<a href="ResourceMetadata.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata">ResourceMetadata</a>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.RepositoryMetadata@&lt;init&gt;(metadataFile:String,repoFolder:String,version:String,lastMetadataDownloaded:java.sql.Timestamp,metadata:List[com.johnsnowlabs.nlp.pretrained.ResourceMetadata]):com.johnsnowlabs.nlp.pretrained.RepositoryMetadata" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.RepositoryMetadata@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.RepositoryMetadata@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.RepositoryMetadata@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.RepositoryMetadata@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.RepositoryMetadata@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.RepositoryMetadata@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.RepositoryMetadata@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.RepositoryMetadata@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.RepositoryMetadata@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.RepositoryMetadata#lastMetadataDownloaded" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="lastMetadataDownloaded:java.sql.Timestamp"></a>
+      <a id="lastMetadataDownloaded:Timestamp"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">lastMetadataDownloaded</span><span class="result">: <span class="extype" name="java.sql.Timestamp">Timestamp</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.RepositoryMetadata@lastMetadataDownloaded:java.sql.Timestamp" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.RepositoryMetadata#metadata" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="metadata:List[com.johnsnowlabs.nlp.pretrained.ResourceMetadata]"></a>
+      <a id="metadata:List[ResourceMetadata]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">metadata</span><span class="result">: <span class="extype" name="scala.List">List</span>[<a href="ResourceMetadata.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata">ResourceMetadata</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.RepositoryMetadata@metadata:List[com.johnsnowlabs.nlp.pretrained.ResourceMetadata]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.RepositoryMetadata#metadataFile" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="metadataFile:String"></a>
+      <a id="metadataFile:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">metadataFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.RepositoryMetadata@metadataFile:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.RepositoryMetadata@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.RepositoryMetadata@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.RepositoryMetadata@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.RepositoryMetadata#repoFolder" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="repoFolder:String"></a>
+      <a id="repoFolder:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">repoFolder</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.RepositoryMetadata@repoFolder:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.RepositoryMetadata@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.RepositoryMetadata#version" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="version:String"></a>
+      <a id="version:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">version</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.RepositoryMetadata@version:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.RepositoryMetadata@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.RepositoryMetadata@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.RepositoryMetadata@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceDownloader$.html b/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceDownloader$.html
new file mode 100644
index 00000000000000..0ed73989a90a61
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceDownloader$.html
@@ -0,0 +1,1038 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ResourceDownloader - com.johnsnowlabs.nlp.pretrained.ResourceDownloader</title>
+          <meta name="description" content="ResourceDownloader - com.johnsnowlabs.nlp.pretrained.ResourceDownloader" />
+          <meta name="keywords" content="ResourceDownloader com.johnsnowlabs.nlp.pretrained.ResourceDownloader" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.pretrained.ResourceDownloader$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="ResourceDownloader.html" title="See companion trait"><img alt="Object/Trait" src="../../../../lib/object_to_trait_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.pretrained">pretrained</a></p>
+        <h1><a href="ResourceDownloader.html" title="See companion trait">ResourceDownloader</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="ResourceDownloader.html" title="See companion trait">trait ResourceDownloader</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.pretrained">package pretrained</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ResourceDownloader</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader"><span>ResourceDownloader</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#cacheFolder" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="cacheFolder:String"></a>
+      <a id="cacheFolder:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">cacheFolder</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@cacheFolder:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#clearCache" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="clearCache(request:com.johnsnowlabs.nlp.pretrained.ResourceRequest):Unit"></a>
+      <a id="clearCache(ResourceRequest):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clearCache</span><span class="params">(<span name="request">request: <a href="ResourceRequest.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceRequest">ResourceRequest</a></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@clearCache(request:com.johnsnowlabs.nlp.pretrained.ResourceRequest):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#clearCache" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="clearCache(name:String,language:Option[String],folder:String):Unit"></a>
+      <a id="clearCache(String,Option[String],String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clearCache</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="language">language: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">None</span></span>, <span name="folder">folder: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="#publicLoc:String">publicLoc</a></span></span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@clearCache(name:String,language:Option[String],folder:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#credentials" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="credentials:Option[com.amazonaws.auth.AWSCredentials]"></a>
+      <a id="credentials:Option[AWSCredentials]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">credentials</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.amazonaws.auth.AWSCredentials">AWSCredentials</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@credentials:Option[com.amazonaws.auth.AWSCredentials]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#defaultDownloader" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="defaultDownloader:com.johnsnowlabs.nlp.pretrained.ResourceDownloader"></a>
+      <a id="defaultDownloader:ResourceDownloader"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultDownloader</span><span class="result">: <a href="ResourceDownloader.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader">ResourceDownloader</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@defaultDownloader:com.johnsnowlabs.nlp.pretrained.ResourceDownloader" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#downloadModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="downloadModel[TModel&lt;:org.apache.spark.ml.PipelineStage](reader:org.apache.spark.ml.util.DefaultParamsReadable[TModel],request:com.johnsnowlabs.nlp.pretrained.ResourceRequest):TModel"></a>
+      <a id="downloadModel[TModel&lt;:PipelineStage](DefaultParamsReadable[TModel],ResourceRequest):TModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">downloadModel</span><span class="tparams">[<span name="TModel">TModel &lt;: <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></span>]</span><span class="params">(<span name="reader">reader: <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<span class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader.downloadModel.TModel">TModel</span>]</span>, <span name="request">request: <a href="ResourceRequest.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceRequest">ResourceRequest</a></span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader.downloadModel.TModel">TModel</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@downloadModel[TModel&lt;:org.apache.spark.ml.PipelineStage](reader:org.apache.spark.ml.util.DefaultParamsReadable[TModel],request:com.johnsnowlabs.nlp.pretrained.ResourceRequest):TModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#downloadModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="downloadModel[TModel&lt;:org.apache.spark.ml.PipelineStage](reader:org.apache.spark.ml.util.DefaultParamsReadable[TModel],name:String,language:Option[String],folder:String):TModel"></a>
+      <a id="downloadModel[TModel&lt;:PipelineStage](DefaultParamsReadable[TModel],String,Option[String],String):TModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">downloadModel</span><span class="tparams">[<span name="TModel">TModel &lt;: <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></span>]</span><span class="params">(<span name="reader">reader: <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<span class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader.downloadModel.TModel">TModel</span>]</span>, <span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="language">language: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">None</span></span>, <span name="folder">folder: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="#publicLoc:String">publicLoc</a></span></span></span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader.downloadModel.TModel">TModel</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@downloadModel[TModel&lt;:org.apache.spark.ml.PipelineStage](reader:org.apache.spark.ml.util.DefaultParamsReadable[TModel],name:String,language:Option[String],folder:String):TModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#downloadPipeline" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="downloadPipeline(request:com.johnsnowlabs.nlp.pretrained.ResourceRequest):org.apache.spark.ml.PipelineModel"></a>
+      <a id="downloadPipeline(ResourceRequest):PipelineModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">downloadPipeline</span><span class="params">(<span name="request">request: <a href="ResourceRequest.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceRequest">ResourceRequest</a></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@downloadPipeline(request:com.johnsnowlabs.nlp.pretrained.ResourceRequest):org.apache.spark.ml.PipelineModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#downloadPipeline" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="downloadPipeline(name:String,language:Option[String],folder:String):org.apache.spark.ml.PipelineModel"></a>
+      <a id="downloadPipeline(String,Option[String],String):PipelineModel"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">downloadPipeline</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="language">language: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">None</span></span>, <span name="folder">folder: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="#publicLoc:String">publicLoc</a></span></span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@downloadPipeline(name:String,language:Option[String],folder:String):org.apache.spark.ml.PipelineModel" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#downloadResource" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="downloadResource(request:com.johnsnowlabs.nlp.pretrained.ResourceRequest):String"></a>
+      <a id="downloadResource(ResourceRequest):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">downloadResource</span><span class="params">(<span name="request">request: <a href="ResourceRequest.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceRequest">ResourceRequest</a></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@downloadResource(request:com.johnsnowlabs.nlp.pretrained.ResourceRequest):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Loads resource to path
+</p><div class="fullcomment"><div class="comment cmt"><p>Loads resource to path
+</p></div><dl class="paramcmts block"><dt class="param">request</dt><dd class="cmt"><p>Request for resource</p></dd><dt>returns</dt><dd class="cmt"><p>path of downloaded resource</p></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#downloadResource" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="downloadResource(name:String,language:Option[String],folder:String):String"></a>
+      <a id="downloadResource(String,Option[String],String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">downloadResource</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="language">language: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">None</span></span>, <span name="folder">folder: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="#publicLoc:String">publicLoc</a></span></span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@downloadResource(name:String,language:Option[String],folder:String):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Loads resource to path
+</p><div class="fullcomment"><div class="comment cmt"><p>Loads resource to path
+</p></div><dl class="paramcmts block"><dt class="param">name</dt><dd class="cmt"><p>Name of Resource</p></dd><dt class="param">language</dt><dd class="cmt"><p>Desired language of Resource</p></dd><dt class="param">folder</dt><dd class="cmt"><p>Subfolder in s3 where to search model (e.g. medicine)</p></dd><dt>returns</dt><dd class="cmt"><p>path of downloaded resource</p></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#fs" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="fs:org.apache.hadoop.fs.FileSystem"></a>
+      <a id="fs:FileSystem"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fs</span><span class="result">: <span class="extype" name="org.apache.hadoop.fs.FileSystem">FileSystem</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@fs:org.apache.hadoop.fs.FileSystem" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#libVersion" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="libVersion:com.johnsnowlabs.util.Version"></a>
+      <a id="libVersion:Version"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">libVersion</span><span class="result">: <a href="../../util/Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@libVersion:com.johnsnowlabs.util.Version" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#listPretrainedResources" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="listPretrainedResources(folder:String,resourceType:com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType,version:com.johnsnowlabs.util.Version):List[String]"></a>
+      <a id="listPretrainedResources(String,ResourceType,Version):List[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">listPretrainedResources</span><span class="params">(<span name="folder">folder: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="resourceType">resourceType: <a href="ResourceType$.html#ResourceType=com.johnsnowlabs.nlp.pretrained.ResourceType.Value" class="extmbr" name="com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType">ResourceType</a></span>, <span name="version">version: <a href="../../util/Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a></span>)</span><span class="result">: <span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@listPretrainedResources(folder:String,resourceType:com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType,version:com.johnsnowlabs.util.Version):List[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#listPretrainedResources" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="listPretrainedResources(folder:String,resourceType:com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType,lang:String,version:com.johnsnowlabs.util.Version):List[String]"></a>
+      <a id="listPretrainedResources(String,ResourceType,String,Version):List[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">listPretrainedResources</span><span class="params">(<span name="folder">folder: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="resourceType">resourceType: <a href="ResourceType$.html#ResourceType=com.johnsnowlabs.nlp.pretrained.ResourceType.Value" class="extmbr" name="com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType">ResourceType</a></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="version">version: <a href="../../util/Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a></span>)</span><span class="result">: <span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@listPretrainedResources(folder:String,resourceType:com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType,lang:String,version:com.johnsnowlabs.util.Version):List[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#listPretrainedResources" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="listPretrainedResources(folder:String,resourceType:com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType,lang:String):List[String]"></a>
+      <a id="listPretrainedResources(String,ResourceType,String):List[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">listPretrainedResources</span><span class="params">(<span name="folder">folder: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="resourceType">resourceType: <a href="ResourceType$.html#ResourceType=com.johnsnowlabs.nlp.pretrained.ResourceType.Value" class="extmbr" name="com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType">ResourceType</a></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@listPretrainedResources(folder:String,resourceType:com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType,lang:String):List[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#listPretrainedResources" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="listPretrainedResources(folder:String,resourceType:com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType):List[String]"></a>
+      <a id="listPretrainedResources(String,ResourceType):List[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">listPretrainedResources</span><span class="params">(<span name="folder">folder: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="resourceType">resourceType: <a href="ResourceType$.html#ResourceType=com.johnsnowlabs.nlp.pretrained.ResourceType.Value" class="extmbr" name="com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType">ResourceType</a></span>)</span><span class="result">: <span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@listPretrainedResources(folder:String,resourceType:com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType):List[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">List all resources after parsing the metadata json from the given folder in the S3 location
+</p><div class="fullcomment"><div class="comment cmt"><p>List all resources after parsing the metadata json from the given folder in the S3 location
+</p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>list of pipelines if resourceType is Pipeline or list of models if resourceType is Model</p></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#listPublicModels" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="listPublicModels():List[String]"></a>
+      <a id="listPublicModels():List[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">listPublicModels</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@listPublicModels():List[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">List all pretrained models in public name_lang
+</p>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#listPublicPipelines" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="listPublicPipelines():List[String]"></a>
+      <a id="listPublicPipelines():List[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">listPublicPipelines</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@listPublicPipelines():List[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">List all pretrained pipelines in public
+</p>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#listUnCategorizedResources" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="listUnCategorizedResources():List[String]"></a>
+      <a id="listUnCategorizedResources():List[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">listUnCategorizedResources</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@listUnCategorizedResources():List[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Returns models or pipelines in metadata json which has not been categorized yet.</p><div class="fullcomment"><div class="comment cmt"><p>Returns models or pipelines in metadata json which has not been categorized yet.
+</p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>list of models or piplelines which are not categorized in metadata json</p></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#publicLoc" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="publicLoc:String"></a>
+      <a id="publicLoc:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">publicLoc</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@publicLoc:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#resetResourceDownloader" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="resetResourceDownloader():Unit"></a>
+      <a id="resetResourceDownloader():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">resetResourceDownloader</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@resetResourceDownloader():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Reset the cache and recreate ResourceDownloader S3 credentials
+</p>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#s3Bucket" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="s3Bucket:String"></a>
+      <a id="s3Bucket:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">s3Bucket</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@s3Bucket:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#s3Path" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="s3Path:String"></a>
+      <a id="s3Path:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">s3Path</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@s3Path:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#showPublicModels" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="showPublicModels(lang:String,version:String):Unit"></a>
+      <a id="showPublicModels(String,String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">showPublicModels</span><span class="params">(<span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="version">version: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@showPublicModels(lang:String,version:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#showPublicModels" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="showPublicModels(lang:String):Unit"></a>
+      <a id="showPublicModels(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">showPublicModels</span><span class="params">(<span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@showPublicModels(lang:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#showPublicPipelines" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="showPublicPipelines(lang:String,version:String):Unit"></a>
+      <a id="showPublicPipelines(String,String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">showPublicPipelines</span><span class="params">(<span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="version">version: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@showPublicPipelines(lang:String,version:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#showPublicPipelines" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="showPublicPipelines(lang:String):Unit"></a>
+      <a id="showPublicPipelines(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">showPublicPipelines</span><span class="params">(<span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@showPublicPipelines(lang:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#showString" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="showString(list:List[String],resourceType:com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType):String"></a>
+      <a id="showString(List[String],ResourceType):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">showString</span><span class="params">(<span name="list">list: <span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="resourceType">resourceType: <a href="ResourceType$.html#ResourceType=com.johnsnowlabs.nlp.pretrained.ResourceType.Value" class="extmbr" name="com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType">ResourceType</a></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@showString(list:List[String],resourceType:com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#showUnCategorizedResources" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="showUnCategorizedResources(lang:String,version:String):Unit"></a>
+      <a id="showUnCategorizedResources(String,String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">showUnCategorizedResources</span><span class="params">(<span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="version">version: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@showUnCategorizedResources(lang:String,version:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#showUnCategorizedResources" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="showUnCategorizedResources(lang:String):Unit"></a>
+      <a id="showUnCategorizedResources(String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">showUnCategorizedResources</span><span class="params">(<span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@showUnCategorizedResources(lang:String):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#sparkVersion" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="sparkVersion:com.johnsnowlabs.util.Version"></a>
+      <a id="sparkVersion:Version"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sparkVersion</span><span class="result">: <a href="../../util/Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@sparkVersion:com.johnsnowlabs.util.Version" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceDownloader.html b/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceDownloader.html
new file mode 100644
index 00000000000000..78148c73712cdd
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceDownloader.html
@@ -0,0 +1,560 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ResourceDownloader - com.johnsnowlabs.nlp.pretrained.ResourceDownloader</title>
+          <meta name="description" content="ResourceDownloader - com.johnsnowlabs.nlp.pretrained.ResourceDownloader" />
+          <meta name="keywords" content="ResourceDownloader com.johnsnowlabs.nlp.pretrained.ResourceDownloader" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.pretrained.ResourceDownloader';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="ResourceDownloader$.html" title="See companion object"><img alt="Trait/Object" src="../../../../lib/trait_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.pretrained">pretrained</a></p>
+        <h1><a href="ResourceDownloader$.html" title="See companion object">ResourceDownloader</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="ResourceDownloader$.html" title="See companion object">object ResourceDownloader</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.pretrained">package pretrained</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ResourceDownloader</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="S3ResourceDownloader.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader">S3ResourceDownloader</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader"><span>ResourceDownloader</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Abstract Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#clearCache" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="clearCache(request:com.johnsnowlabs.nlp.pretrained.ResourceRequest):Unit"></a>
+      <a id="clearCache(ResourceRequest):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clearCache</span><span class="params">(<span name="request">request: <a href="ResourceRequest.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceRequest">ResourceRequest</a></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader@clearCache(request:com.johnsnowlabs.nlp.pretrained.ResourceRequest):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#download" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="download(request:com.johnsnowlabs.nlp.pretrained.ResourceRequest):Option[String]"></a>
+      <a id="download(ResourceRequest):Option[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">download</span><span class="params">(<span name="request">request: <a href="ResourceRequest.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceRequest">ResourceRequest</a></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader@download(request:com.johnsnowlabs.nlp.pretrained.ResourceRequest):Option[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Download resource to local file
+</p><div class="fullcomment"><div class="comment cmt"><p>Download resource to local file
+</p></div><dl class="paramcmts block"><dt class="param">request</dt><dd class="cmt"><p>Resource request</p></dd><dt>returns</dt><dd class="cmt"><p>downloaded file or None if resource is not found</p></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#downloadMetadataIfNeed" visbl="pub" data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="downloadMetadataIfNeed(folder:String):List[com.johnsnowlabs.nlp.pretrained.ResourceMetadata]"></a>
+      <a id="downloadMetadataIfNeed(String):List[ResourceMetadata]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">downloadMetadataIfNeed</span><span class="params">(<span name="folder">folder: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.List">List</span>[<a href="ResourceMetadata.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata">ResourceMetadata</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader@downloadMetadataIfNeed(folder:String):List[com.johnsnowlabs.nlp.pretrained.ResourceMetadata]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Concrete Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader@clone():Object" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader@finalize():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader#fs" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="fs:org.apache.hadoop.fs.FileSystem"></a>
+      <a id="fs:FileSystem"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fs</span><span class="result">: <span class="extype" name="org.apache.hadoop.fs.FileSystem">FileSystem</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader@fs:org.apache.hadoop.fs.FileSystem" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceDownloader@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
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diff --git a/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceMetadata$.html b/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceMetadata$.html
new file mode 100644
index 00000000000000..2a09ee0a7f9534
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceMetadata$.html
@@ -0,0 +1,624 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ResourceMetadata - com.johnsnowlabs.nlp.pretrained.ResourceMetadata</title>
+          <meta name="description" content="ResourceMetadata - com.johnsnowlabs.nlp.pretrained.ResourceMetadata" />
+          <meta name="keywords" content="ResourceMetadata com.johnsnowlabs.nlp.pretrained.ResourceMetadata" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
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+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.pretrained.ResourceMetadata$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="ResourceMetadata.html" title="See companion class"><img alt="Object/Class" src="../../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.pretrained">pretrained</a></p>
+        <h1><a href="ResourceMetadata.html" title="See companion class">ResourceMetadata</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="ResourceMetadata.html" title="See companion class">class ResourceMetadata</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.pretrained">package pretrained</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ResourceMetadata</span><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata"><span>ResourceMetadata</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata#addMetadataToFile" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="addMetadataToFile(fileName:String,metadata:com.johnsnowlabs.nlp.pretrained.ResourceMetadata):Unit"></a>
+      <a id="addMetadataToFile(String,ResourceMetadata):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addMetadataToFile</span><span class="params">(<span name="fileName">fileName: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="metadata">metadata: <a href="ResourceMetadata.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata">ResourceMetadata</a></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@addMetadataToFile(fileName:String,metadata:com.johnsnowlabs.nlp.pretrained.ResourceMetadata):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata#formats" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="formats:org.json4s.Formats"></a>
+      <a id="formats:Formats"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">formats</span><span class="result">: <span class="extype" name="org.json4s.Formats">Formats</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@formats:org.json4s.Formats" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata#parseJson" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="parseJson(json:String):com.johnsnowlabs.nlp.pretrained.ResourceMetadata"></a>
+      <a id="parseJson(String):ResourceMetadata"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parseJson</span><span class="params">(<span name="json">json: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="ResourceMetadata.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata">ResourceMetadata</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@parseJson(json:String):com.johnsnowlabs.nlp.pretrained.ResourceMetadata" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata#readResources" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="readResources(source:scala.io.Source):List[com.johnsnowlabs.nlp.pretrained.ResourceMetadata]"></a>
+      <a id="readResources(Source):List[ResourceMetadata]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readResources</span><span class="params">(<span name="source">source: <span class="extype" name="scala.io.Source">Source</span></span>)</span><span class="result">: <span class="extype" name="scala.List">List</span>[<a href="ResourceMetadata.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata">ResourceMetadata</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@readResources(source:scala.io.Source):List[com.johnsnowlabs.nlp.pretrained.ResourceMetadata]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata#readResources" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="readResources(stream:java.io.InputStream):List[com.johnsnowlabs.nlp.pretrained.ResourceMetadata]"></a>
+      <a id="readResources(InputStream):List[ResourceMetadata]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readResources</span><span class="params">(<span name="stream">stream: <span class="extype" name="java.io.InputStream">InputStream</span></span>)</span><span class="result">: <span class="extype" name="scala.List">List</span>[<a href="ResourceMetadata.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata">ResourceMetadata</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@readResources(stream:java.io.InputStream):List[com.johnsnowlabs.nlp.pretrained.ResourceMetadata]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata#readResources" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="readResources(file:String):List[com.johnsnowlabs.nlp.pretrained.ResourceMetadata]"></a>
+      <a id="readResources(String):List[ResourceMetadata]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readResources</span><span class="params">(<span name="file">file: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.List">List</span>[<a href="ResourceMetadata.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata">ResourceMetadata</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@readResources(file:String):List[com.johnsnowlabs.nlp.pretrained.ResourceMetadata]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata#resolveResource" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="resolveResource(candidates:List[com.johnsnowlabs.nlp.pretrained.ResourceMetadata],request:com.johnsnowlabs.nlp.pretrained.ResourceRequest):Option[com.johnsnowlabs.nlp.pretrained.ResourceMetadata]"></a>
+      <a id="resolveResource(List[ResourceMetadata],ResourceRequest):Option[ResourceMetadata]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">resolveResource</span><span class="params">(<span name="candidates">candidates: <span class="extype" name="scala.List">List</span>[<a href="ResourceMetadata.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata">ResourceMetadata</a>]</span>, <span name="request">request: <a href="ResourceRequest.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceRequest">ResourceRequest</a></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<a href="ResourceMetadata.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata">ResourceMetadata</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@resolveResource(candidates:List[com.johnsnowlabs.nlp.pretrained.ResourceMetadata],request:com.johnsnowlabs.nlp.pretrained.ResourceRequest):Option[com.johnsnowlabs.nlp.pretrained.ResourceMetadata]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata#toJson" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="toJson(meta:com.johnsnowlabs.nlp.pretrained.ResourceMetadata):String"></a>
+      <a id="toJson(ResourceMetadata):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toJson</span><span class="params">(<span name="meta">meta: <a href="ResourceMetadata.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata">ResourceMetadata</a></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@toJson(meta:com.johnsnowlabs.nlp.pretrained.ResourceMetadata):String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceMetadata.html b/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceMetadata.html
new file mode 100644
index 00000000000000..242b443633fc4e
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceMetadata.html
@@ -0,0 +1,631 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ResourceMetadata - com.johnsnowlabs.nlp.pretrained.ResourceMetadata</title>
+          <meta name="description" content="ResourceMetadata - com.johnsnowlabs.nlp.pretrained.ResourceMetadata" />
+          <meta name="keywords" content="ResourceMetadata com.johnsnowlabs.nlp.pretrained.ResourceMetadata" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.pretrained.ResourceMetadata';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="ResourceMetadata$.html" title="See companion object"><img alt="Class/Object" src="../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.pretrained">pretrained</a></p>
+        <h1><a href="ResourceMetadata$.html" title="See companion object">ResourceMetadata</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="ResourceMetadata$.html" title="See companion object">object ResourceMetadata</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.pretrained">package pretrained</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ResourceMetadata</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="language">language: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="libVersion">libVersion: <span class="extype" name="scala.Option">Option</span>[<a href="../../util/Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a>]</span>, <span name="sparkVersion">sparkVersion: <span class="extype" name="scala.Option">Option</span>[<a href="../../util/Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a>]</span>, <span name="readyToUse">readyToUse: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="time">time: <span class="extype" name="java.sql.Timestamp">Timestamp</span></span>, <span name="isZipped">isZipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="category">category: <span class="extype" name="scala.Option">Option</span>[<a href="ResourceType$.html#ResourceType=com.johnsnowlabs.nlp.pretrained.ResourceType.Value" class="extmbr" name="com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType">ResourceType</a>] = <span class="symbol"><span class="name"><a href="ResourceType$.html">Some(ResourceType.NOT_DEFINED)</a></span></span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata"><span>ResourceMetadata</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(name:String,language:Option[String],libVersion:Option[com.johnsnowlabs.util.Version],sparkVersion:Option[com.johnsnowlabs.util.Version],readyToUse:Boolean,time:java.sql.Timestamp,isZipped:Boolean,category:Option[com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType]):com.johnsnowlabs.nlp.pretrained.ResourceMetadata"></a>
+      <a id="&lt;init&gt;:ResourceMetadata"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ResourceMetadata</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="language">language: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="libVersion">libVersion: <span class="extype" name="scala.Option">Option</span>[<a href="../../util/Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a>]</span>, <span name="sparkVersion">sparkVersion: <span class="extype" name="scala.Option">Option</span>[<a href="../../util/Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a>]</span>, <span name="readyToUse">readyToUse: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="time">time: <span class="extype" name="java.sql.Timestamp">Timestamp</span></span>, <span name="isZipped">isZipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="category">category: <span class="extype" name="scala.Option">Option</span>[<a href="ResourceType$.html#ResourceType=com.johnsnowlabs.nlp.pretrained.ResourceType.Value" class="extmbr" name="com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType">ResourceType</a>] = <span class="symbol"><span class="name"><a href="ResourceType$.html">Some(ResourceType.NOT_DEFINED)</a></span></span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@&lt;init&gt;(name:String,language:Option[String],libVersion:Option[com.johnsnowlabs.util.Version],sparkVersion:Option[com.johnsnowlabs.util.Version],readyToUse:Boolean,time:java.sql.Timestamp,isZipped:Boolean,category:Option[com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType]):com.johnsnowlabs.nlp.pretrained.ResourceMetadata" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata#category" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="category:Option[com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType]"></a>
+      <a id="category:Option[ResourceType]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">category</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<a href="ResourceType$.html#ResourceType=com.johnsnowlabs.nlp.pretrained.ResourceType.Value" class="extmbr" name="com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType">ResourceType</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@category:Option[com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata#fileName" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="fileName:String"></a>
+      <a id="fileName:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fileName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@fileName:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata#isZipped" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="isZipped:Boolean"></a>
+      <a id="isZipped:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isZipped</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@isZipped:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata#key" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="key:String"></a>
+      <a id="key:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">key</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@key:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata#language" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="language:Option[String]"></a>
+      <a id="language:Option[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">language</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@language:Option[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata#libVersion" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="libVersion:Option[com.johnsnowlabs.util.Version]"></a>
+      <a id="libVersion:Option[Version]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">libVersion</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<a href="../../util/Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@libVersion:Option[com.johnsnowlabs.util.Version]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata#name" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="name:String"></a>
+      <a id="name:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">name</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@name:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata#readyToUse" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="readyToUse:Boolean"></a>
+      <a id="readyToUse:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readyToUse</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@readyToUse:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata#sparkVersion" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="sparkVersion:Option[com.johnsnowlabs.util.Version]"></a>
+      <a id="sparkVersion:Option[Version]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sparkVersion</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<a href="../../util/Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@sparkVersion:Option[com.johnsnowlabs.util.Version]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata#time" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="time:java.sql.Timestamp"></a>
+      <a id="time:Timestamp"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">time</span><span class="result">: <span class="extype" name="java.sql.Timestamp">Timestamp</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@time:java.sql.Timestamp" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceMetadata@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceRequest.html b/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceRequest.html
new file mode 100644
index 00000000000000..f9cca36cd378ec
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceRequest.html
@@ -0,0 +1,544 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ResourceRequest - com.johnsnowlabs.nlp.pretrained.ResourceRequest</title>
+          <meta name="description" content="ResourceRequest - com.johnsnowlabs.nlp.pretrained.ResourceRequest" />
+          <meta name="keywords" content="ResourceRequest com.johnsnowlabs.nlp.pretrained.ResourceRequest" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.pretrained.ResourceRequest';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.pretrained">pretrained</a></p>
+        <h1>ResourceRequest</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.pretrained">package pretrained</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceRequest" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ResourceRequest</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="language">language: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">None</span></span>, <span name="folder">folder: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="ResourceDownloader$.html">ResourceDownloader.publicLoc</a></span></span></span>, <span name="libVersion">libVersion: <a href="../../util/Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a> = <span class="symbol"><span class="name"><a href="ResourceDownloader$.html">ResourceDownloader.libVersion</a></span></span></span>, <span name="sparkVersion">sparkVersion: <a href="../../util/Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a> = <span class="symbol"><span class="name"><a href="ResourceDownloader$.html">ResourceDownloader.sparkVersion</a></span></span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.pretrained.ResourceRequest"><span>ResourceRequest</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.pretrained.ResourceRequest#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(name:String,language:Option[String],folder:String,libVersion:com.johnsnowlabs.util.Version,sparkVersion:com.johnsnowlabs.util.Version):com.johnsnowlabs.nlp.pretrained.ResourceRequest"></a>
+      <a id="&lt;init&gt;:ResourceRequest"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ResourceRequest</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="language">language: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">None</span></span>, <span name="folder">folder: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="ResourceDownloader$.html">ResourceDownloader.publicLoc</a></span></span></span>, <span name="libVersion">libVersion: <a href="../../util/Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a> = <span class="symbol"><span class="name"><a href="ResourceDownloader$.html">ResourceDownloader.libVersion</a></span></span></span>, <span name="sparkVersion">sparkVersion: <a href="../../util/Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a> = <span class="symbol"><span class="name"><a href="ResourceDownloader$.html">ResourceDownloader.sparkVersion</a></span></span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceRequest@&lt;init&gt;(name:String,language:Option[String],folder:String,libVersion:com.johnsnowlabs.util.Version,sparkVersion:com.johnsnowlabs.util.Version):com.johnsnowlabs.nlp.pretrained.ResourceRequest" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceRequest@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceRequest@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceRequest@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceRequest@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceRequest@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceRequest@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceRequest@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceRequest#folder" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="folder:String"></a>
+      <a id="folder:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">folder</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceRequest@folder:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceRequest@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceRequest@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceRequest#language" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="language:Option[String]"></a>
+      <a id="language:Option[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">language</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceRequest@language:Option[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceRequest#libVersion" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="libVersion:com.johnsnowlabs.util.Version"></a>
+      <a id="libVersion:Version"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">libVersion</span><span class="result">: <a href="../../util/Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceRequest@libVersion:com.johnsnowlabs.util.Version" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceRequest#name" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="name:String"></a>
+      <a id="name:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">name</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceRequest@name:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceRequest@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceRequest@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceRequest@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceRequest#sparkVersion" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="sparkVersion:com.johnsnowlabs.util.Version"></a>
+      <a id="sparkVersion:Version"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sparkVersion</span><span class="result">: <a href="../../util/Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceRequest@sparkVersion:com.johnsnowlabs.util.Version" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceRequest@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceRequest@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceRequest@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceRequest@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceType$.html b/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceType$.html
new file mode 100644
index 00000000000000..1209dfaf9bac8d
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceType$.html
@@ -0,0 +1,820 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ResourceType - com.johnsnowlabs.nlp.pretrained.ResourceType</title>
+          <meta name="description" content="ResourceType - com.johnsnowlabs.nlp.pretrained.ResourceType" />
+          <meta name="keywords" content="ResourceType com.johnsnowlabs.nlp.pretrained.ResourceType" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.pretrained.ResourceType$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.pretrained">pretrained</a></p>
+        <h1>ResourceType</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.pretrained">package pretrained</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ResourceType</span><span class="result"> extends <span class="extype" name="scala.Enumeration">Enumeration</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Enumeration">Enumeration</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.pretrained.ResourceType"><span>ResourceType</span></li><li class="in" name="scala.Enumeration"><span>Enumeration</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ResourceType=com.johnsnowlabs.nlp.pretrained.ResourceType.Value"></a>
+      <a id="ResourceType:ResourceType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ResourceType</span><span class="result"> = <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.pretrained.ResourceType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@ResourceType=com.johnsnowlabs.nlp.pretrained.ResourceType.Value" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Enumeration.Val" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ValextendsEnumeration.this.ValuewithSerializable"></a>
+      <a id="Val:Val"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Val</span><span class="result"> extends <span class="extype" name="scala.Enumeration.Value">Value</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@ValextendsEnumeration.this.ValuewithSerializable" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd><dt>Annotations</dt><dd>
+                <span class="name">@SerialVersionUID</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Enumeration.Value" visbl="pub" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="ValueextendsOrdered[Enumeration.this.Value]withSerializable"></a>
+      <a id="Value:Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Value</span><span class="result"> extends <span class="extype" name="scala.Ordered">Ordered</span>[<span class="extype" name="scala.Enumeration.Value">Value</span>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@ValueextendsOrdered[Enumeration.this.Value]withSerializable" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd><dt>Annotations</dt><dd>
+                <span class="name">@SerialVersionUID</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Enumeration.ValueSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ValueSetextendsAbstractSet[Enumeration.this.Value]withSortedSet[Enumeration.this.Value]withSortedSetLike[Enumeration.this.Value,Enumeration.this.ValueSet]withSerializable"></a>
+      <a id="ValueSet:ValueSet"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ValueSet</span><span class="result"> extends <span class="extype" name="scala.collection.AbstractSet">AbstractSet</span>[<span class="extype" name="scala.Enumeration.Value">Value</span>] with <span class="extype" name="scala.collection.immutable.SortedSet">SortedSet</span>[<span class="extype" name="scala.Enumeration.Value">Value</span>] with <span class="extype" name="scala.collection.SortedSetLike">SortedSetLike</span>[<span class="extype" name="scala.Enumeration.Value">Value</span>, <span class="extype" name="scala.Enumeration.ValueSet">ValueSet</span>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@ValueSetextendsAbstractSet[Enumeration.this.Value]withSortedSet[Enumeration.this.Value]withSortedSetLike[Enumeration.this.Value,Enumeration.this.ValueSet]withSerializable" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceType#MODEL" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="MODEL:com.johnsnowlabs.nlp.pretrained.ResourceType.Value"></a>
+      <a id="MODEL:Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">MODEL</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.pretrained.ResourceType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@MODEL:com.johnsnowlabs.nlp.pretrained.ResourceType.Value" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceType#NOT_DEFINED" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="NOT_DEFINED:com.johnsnowlabs.nlp.pretrained.ResourceType.Value"></a>
+      <a id="NOT_DEFINED:Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">NOT_DEFINED</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.pretrained.ResourceType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@NOT_DEFINED:com.johnsnowlabs.nlp.pretrained.ResourceType.Value" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceType#PIPELINE" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="PIPELINE:com.johnsnowlabs.nlp.pretrained.ResourceType.Value"></a>
+      <a id="PIPELINE:Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PIPELINE</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.pretrained.ResourceType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@PIPELINE:com.johnsnowlabs.nlp.pretrained.ResourceType.Value" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Enumeration#Value" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="Value(i:Int,name:String):Enumeration.this.Value"></a>
+      <a id="Value(Int,String):Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Value</span><span class="params">(<span name="i">i: <span class="extype" name="scala.Int">Int</span></span>, <span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.pretrained.ResourceType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@Value(i:Int,name:String):Enumeration.this.Value" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.Enumeration#Value" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="Value(name:String):Enumeration.this.Value"></a>
+      <a id="Value(String):Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Value</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.pretrained.ResourceType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@Value(name:String):Enumeration.this.Value" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.Enumeration#Value" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="Value(i:Int):Enumeration.this.Value"></a>
+      <a id="Value(Int):Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Value</span><span class="params">(<span name="i">i: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.pretrained.ResourceType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@Value(i:Int):Enumeration.this.Value" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.Enumeration#Value" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="Value:Enumeration.this.Value"></a>
+      <a id="Value:Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Value</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.pretrained.ResourceType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@Value:Enumeration.this.Value" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.Enumeration.ValueSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ValueSet"></a>
+      <a id="ValueSet:ValueSet"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ValueSet</span><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@ValueSet" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.Enumeration#apply" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="apply(x:Int):Enumeration.this.Value"></a>
+      <a id="apply(Int):Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">apply</span><span class="params">(<span name="x">x: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.pretrained.ResourceType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@apply(x:Int):Enumeration.this.Value" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.Enumeration#maxId" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="maxId:Int"></a>
+      <a id="maxId:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxId</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@maxId:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.Enumeration#nextId" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="nextId:Int"></a>
+      <a id="nextId:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">nextId</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@nextId:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.Enumeration#nextName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="nextName:Iterator[String]"></a>
+      <a id="nextName:Iterator[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">nextName</span><span class="result">: <span class="extype" name="scala.Iterator">Iterator</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@nextName:Iterator[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.Enumeration#readResolve" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readResolve():AnyRef"></a>
+      <a id="readResolve():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readResolve</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@readResolve():AnyRef" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.Enumeration#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration → AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Enumeration#values" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="values:Enumeration.this.ValueSet"></a>
+      <a id="values:ValueSet"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">values</span><span class="result">: <a href="#ValueSetextendsAbstractSet[Enumeration.this.Value]withSortedSet[Enumeration.this.Value]withSortedSetLike[Enumeration.this.Value,Enumeration.this.ValueSet]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.pretrained.ResourceType.ValueSet">ValueSet</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@values:Enumeration.this.ValueSet" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Enumeration#withName" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="withName(s:String):Enumeration.this.Value"></a>
+      <a id="withName(String):Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">withName</span><span class="params">(<span name="s">s: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.pretrained.ResourceType.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.ResourceType$@withName(s:String):Enumeration.this.Value" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Enumeration">
+              <h3>Inherited from <span class="extype" name="scala.Enumeration">Enumeration</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/pretrained/S3ResourceDownloader$S3ClientWrapper.html b/docs/api/com/johnsnowlabs/nlp/pretrained/S3ResourceDownloader$S3ClientWrapper.html
new file mode 100644
index 00000000000000..ee4dd41e02f83b
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/pretrained/S3ResourceDownloader$S3ClientWrapper.html
@@ -0,0 +1,519 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>S3ClientWrapper - com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader.S3ClientWrapper</title>
+          <meta name="description" content="S3ClientWrapper - com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader.S3ClientWrapper" />
+          <meta name="keywords" content="S3ClientWrapper com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader.S3ClientWrapper" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader$S3ClientWrapper';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.pretrained">pretrained</a>.<a href="S3ResourceDownloader.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader">S3ResourceDownloader</a></p>
+        <h1>S3ClientWrapper</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="S3ResourceDownloader.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader">package S3ResourceDownloader</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader$S3ClientWrapper" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">S3ClientWrapper</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader.S3ClientWrapper"><span>S3ClientWrapper</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader.S3ClientWrapper#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(client:com.amazonaws.services.s3.AmazonS3Client):S3ResourceDownloader.this.S3ClientWrapper"></a>
+      <a id="&lt;init&gt;:S3ClientWrapper"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">S3ClientWrapper</span><span class="params">(<span name="client">client: <span class="extype" name="com.amazonaws.services.s3.AmazonS3Client">AmazonS3Client</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader$S3ClientWrapper@&lt;init&gt;(client:com.amazonaws.services.s3.AmazonS3Client):S3ResourceDownloader.this.S3ClientWrapper" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      </span>
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+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+              
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+    </li><li name="com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader.S3ClientWrapper#doesObjectExist" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader$S3ClientWrapper@doesObjectExist(bucket:String,key:String):Boolean" title="Permalink" target="_top">
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+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
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+      <a id="getClass():Class[_]"></a>
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader$S3ClientWrapper@hashCode():Int" title="Permalink" target="_top">
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader$S3ClientWrapper@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader$S3ClientWrapper@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
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+    </li></ol>
+            </div>
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+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
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diff --git a/docs/api/com/johnsnowlabs/nlp/pretrained/S3ResourceDownloader.html b/docs/api/com/johnsnowlabs/nlp/pretrained/S3ResourceDownloader.html
new file mode 100644
index 00000000000000..83de162d682815
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/pretrained/S3ResourceDownloader.html
@@ -0,0 +1,681 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>S3ResourceDownloader - com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader</title>
+          <meta name="description" content="S3ResourceDownloader - com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader" />
+          <meta name="keywords" content="S3ResourceDownloader com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.pretrained">pretrained</a></p>
+        <h1>S3ResourceDownloader</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.pretrained">package pretrained</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">S3ResourceDownloader</span><span class="result"> extends <a href="ResourceDownloader.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader">ResourceDownloader</a> with <span class="extype" name="java.lang.AutoCloseable">AutoCloseable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="java.lang.AutoCloseable">AutoCloseable</span>, <a href="ResourceDownloader.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader">ResourceDownloader</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader"><span>S3ResourceDownloader</span></li><li class="in" name="java.lang.AutoCloseable"><span>AutoCloseable</span></li><li class="in" name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader"><span>ResourceDownloader</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(bucket:=&gt;String,s3Path:=&gt;String,cacheFolder:=&gt;String,credentials:=&gt;Option[com.amazonaws.auth.AWSCredentials],region:String):com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader"></a>
+      <a id="&lt;init&gt;:S3ResourceDownloader"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">S3ResourceDownloader</span><span class="params">(<span name="bucket">bucket: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="s3Path">s3Path: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="cacheFolder">cacheFolder: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="credentials">credentials: ⇒ <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.amazonaws.auth.AWSCredentials">AWSCredentials</span>] = <span class="symbol">None</span></span>, <span name="region">region: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;us-east-1&quot;</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader@&lt;init&gt;(bucket:=&gt;String,s3Path:=&gt;String,cacheFolder:=&gt;String,credentials:=&gt;Option[com.amazonaws.auth.AWSCredentials],region:String):com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader.S3ClientWrapper" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="S3ClientWrapperextendsAnyRef"></a>
+      <a id="S3ClientWrapper:S3ClientWrapper"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="S3ResourceDownloader$S3ClientWrapper.html"><span class="name">S3ClientWrapper</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader@S3ClientWrapperextendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader#cachePath" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="cachePath:org.apache.hadoop.fs.Path"></a>
+      <a id="cachePath:Path"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">cachePath</span><span class="result">: <span class="extype" name="org.apache.hadoop.fs.Path">Path</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader@cachePath:org.apache.hadoop.fs.Path" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader#clearCache" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clearCache(request:com.johnsnowlabs.nlp.pretrained.ResourceRequest):Unit"></a>
+      <a id="clearCache(ResourceRequest):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clearCache</span><span class="params">(<span name="request">request: <a href="ResourceRequest.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceRequest">ResourceRequest</a></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader@clearCache(request:com.johnsnowlabs.nlp.pretrained.ResourceRequest):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader">S3ResourceDownloader</a> → <a href="ResourceDownloader.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader">ResourceDownloader</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader#client" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="client:com.amazonaws.services.s3.AmazonS3Client"></a>
+      <a id="client:AmazonS3Client"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">client</span><span class="result">: <span class="extype" name="com.amazonaws.services.s3.AmazonS3Client">AmazonS3Client</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader@client:com.amazonaws.services.s3.AmazonS3Client" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader#close" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="close():Unit"></a>
+      <a id="close():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">close</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader@close():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader">S3ResourceDownloader</a> → AutoCloseable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader#download" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="download(request:com.johnsnowlabs.nlp.pretrained.ResourceRequest):Option[String]"></a>
+      <a id="download(ResourceRequest):Option[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">download</span><span class="params">(<span name="request">request: <a href="ResourceRequest.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceRequest">ResourceRequest</a></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader@download(request:com.johnsnowlabs.nlp.pretrained.ResourceRequest):Option[String]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Download resource to local file
+</p><div class="fullcomment"><div class="comment cmt"><p>Download resource to local file
+</p></div><dl class="paramcmts block"><dt class="param">request</dt><dd class="cmt"><p>Resource request</p></dd><dt>returns</dt><dd class="cmt"><p>Downloaded file or None if resource is not found</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader">S3ResourceDownloader</a> → <a href="ResourceDownloader.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader">ResourceDownloader</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader#downloadMetadataIfNeed" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="downloadMetadataIfNeed(folder:String):List[com.johnsnowlabs.nlp.pretrained.ResourceMetadata]"></a>
+      <a id="downloadMetadataIfNeed(String):List[ResourceMetadata]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">downloadMetadataIfNeed</span><span class="params">(<span name="folder">folder: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.List">List</span>[<a href="ResourceMetadata.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata">ResourceMetadata</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader@downloadMetadataIfNeed(folder:String):List[com.johnsnowlabs.nlp.pretrained.ResourceMetadata]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader">S3ResourceDownloader</a> → <a href="ResourceDownloader.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader">ResourceDownloader</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+      </span>
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+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader@notifyAll():Unit" title="Permalink" target="_top">
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+    </li><li name="com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader#repoFolder2Metadata" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="repoFolder2Metadata:scala.collection.mutable.Map[String,com.johnsnowlabs.nlp.pretrained.RepositoryMetadata]"></a>
+      <a id="repoFolder2Metadata:Map[String,RepositoryMetadata]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">repoFolder2Metadata</span><span class="result">: <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <a href="RepositoryMetadata.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.RepositoryMetadata">RepositoryMetadata</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader@repoFolder2Metadata:scala.collection.mutable.Map[String,com.johnsnowlabs.nlp.pretrained.RepositoryMetadata]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader#resolveLink" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="resolveLink(request:com.johnsnowlabs.nlp.pretrained.ResourceRequest):Option[com.johnsnowlabs.nlp.pretrained.ResourceMetadata]"></a>
+      <a id="resolveLink(ResourceRequest):Option[ResourceMetadata]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">resolveLink</span><span class="params">(<span name="request">request: <a href="ResourceRequest.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceRequest">ResourceRequest</a></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<a href="ResourceMetadata.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata">ResourceMetadata</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader@resolveLink(request:com.johnsnowlabs.nlp.pretrained.ResourceRequest):Option[com.johnsnowlabs.nlp.pretrained.ResourceMetadata]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader@toString():String" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader@wait():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
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+    </span>)</span>
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+              <h3>Inherited from <span class="extype" name="java.lang.AutoCloseable">AutoCloseable</span></h3>
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+              <h3>Inherited from <a href="ResourceDownloader.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader">ResourceDownloader</a></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+<html>
+        <head>
+          <title>pretrained - com.johnsnowlabs.nlp.pretrained</title>
+          <meta name="description" content="pretrained - com.johnsnowlabs.nlp.pretrained" />
+          <meta name="keywords" content="pretrained com.johnsnowlabs.nlp.pretrained" />
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+              anchor_opt = '@' + anchor.substring(1);
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+        <h1>pretrained</h1><span class="permalink">
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+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
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+        <span class="name">pretrained</span>
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+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.pretrained.PretrainedPipeline" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="PretrainedPipelineextendsProductwithSerializable"></a>
+      <a id="PretrainedPipeline:PretrainedPipeline"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      <span class="symbol">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.RepositoryMetadata" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="RepositoryMetadata:RepositoryMetadata"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="RepositoryMetadata.html"><span class="name">RepositoryMetadata</span></a><span class="params">(<span name="metadataFile">metadataFile: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="repoFolder">repoFolder: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="version">version: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="lastMetadataDownloaded">lastMetadataDownloaded: <span class="extype" name="java.sql.Timestamp">Timestamp</span></span>, <span name="metadata">metadata: <span class="extype" name="scala.List">List</span>[<a href="ResourceMetadata.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata">ResourceMetadata</a>]</span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.package@RepositoryMetadataextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Describes state of repository
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.package@ResourceDownloaderextendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.package@ResourceMetadataextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceRequest" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="ResourceRequest:ResourceRequest"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="ResourceRequest.html"><span class="name">ResourceRequest</span></a><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="language">language: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">None</span></span>, <span name="folder">folder: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="ResourceDownloader$.html">ResourceDownloader.publicLoc</a></span></span></span>, <span name="libVersion">libVersion: <a href="../../util/Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a> = <span class="symbol"><span class="name"><a href="ResourceDownloader$.html">ResourceDownloader.libVersion</a></span></span></span>, <span name="sparkVersion">sparkVersion: <a href="../../util/Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a> = <span class="symbol"><span class="name"><a href="ResourceDownloader$.html">ResourceDownloader.sparkVersion</a></span></span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.package@ResourceRequestextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="S3ResourceDownloaderextendsResourceDownloaderwithAutoCloseable"></a>
+      <a id="S3ResourceDownloader:S3ResourceDownloader"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="S3ResourceDownloader.html"><span class="name">S3ResourceDownloader</span></a><span class="result"> extends <a href="ResourceDownloader.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader">ResourceDownloader</a> with <span class="extype" name="java.lang.AutoCloseable">AutoCloseable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.package@S3ResourceDownloaderextendsResourceDownloaderwithAutoCloseable" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="PythonResourceDownloader"></a>
+      <a id="PythonResourceDownloader:PythonResourceDownloader"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="PythonResourceDownloader$.html"><span class="name">PythonResourceDownloader</span></a>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.package@PythonResourceDownloader" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ResourceDownloader"></a>
+      <a id="ResourceDownloader:ResourceDownloader"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="ResourceDownloader$.html"><span class="name">ResourceDownloader</span></a>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.package@ResourceDownloader" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ResourceMetadata"></a>
+      <a id="ResourceMetadata:ResourceMetadata"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="ResourceMetadata$.html"><span class="name">ResourceMetadata</span></a><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.package@ResourceMetadata" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.pretrained.ResourceType" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ResourceType"></a>
+      <a id="ResourceType:ResourceType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a href="ResourceType$.html"><span class="name">ResourceType</span></a><span class="result"> extends <span class="extype" name="scala.Enumeration">Enumeration</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.pretrained.package@ResourceType" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/serialization/ArrayFeature.html b/docs/api/com/johnsnowlabs/nlp/serialization/ArrayFeature.html
new file mode 100644
index 00000000000000..95b26fc1a178f3
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/serialization/ArrayFeature.html
@@ -0,0 +1,882 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ArrayFeature - com.johnsnowlabs.nlp.serialization.ArrayFeature</title>
+          <meta name="description" content="ArrayFeature - com.johnsnowlabs.nlp.serialization.ArrayFeature" />
+          <meta name="keywords" content="ArrayFeature com.johnsnowlabs.nlp.serialization.ArrayFeature" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.serialization.ArrayFeature';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.serialization">serialization</a></p>
+        <h1>ArrayFeature</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.serialization">package serialization</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ArrayFeature</span><span class="tparams">[<span name="TValue">TValue</span>]</span><span class="result"> extends <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature.TValue">TValue</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature.TValue">TValue</span>, <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature.TValue">TValue</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature.TValue">TValue</span>, <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature.TValue">TValue</span>]], <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.serialization.ArrayFeature"><span>ArrayFeature</span></li><li class="in" name="com.johnsnowlabs.nlp.serialization.Feature"><span>Feature</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.serialization.ArrayFeature#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(model:com.johnsnowlabs.nlp.HasFeatures,name:String)(implicitevidence$5:scala.reflect.ClassTag[TValue]):com.johnsnowlabs.nlp.serialization.ArrayFeature[TValue]"></a>
+      <a id="&lt;init&gt;:ArrayFeature[TValue]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ArrayFeature</span><span class="params">(<span name="model">model: <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>, <span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="params">(<span class="implicit">implicit </span><span name="arg0">arg0: <span class="extype" name="scala.reflect.ClassTag">ClassTag</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature.TValue">TValue</span>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@&lt;init&gt;(model:com.johnsnowlabs.nlp.HasFeatures,name:String)(implicitevidence$5:scala.reflect.ClassTag[TValue]):com.johnsnowlabs.nlp.serialization.ArrayFeature[TValue]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@asInstanceOf[T0]:T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#broadcastValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="broadcastValue:Option[org.apache.spark.broadcast.Broadcast[TComplete]]"></a>
+      <a id="broadcastValue:Option[Broadcast[Array[TValue]]]"></a>
+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@broadcastValue:Option[org.apache.spark.broadcast.Broadcast[TComplete]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#deserialize" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="deserialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[_]"></a>
+      <a id="deserialize(SparkSession,String,String):Option[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserialize</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@deserialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.ArrayFeature#deserializeDataset" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="deserializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[Array[TValue]]"></a>
+      <a id="deserializeDataset(SparkSession,String,String):Option[Array[TValue]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserializeDataset</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@deserializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[Array[TValue]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.ArrayFeature#deserializeObject" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="deserializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[Array[TValue]]"></a>
+      <a id="deserializeObject(SparkSession,String,String):Option[Array[TValue]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserializeObject</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@deserializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[Array[TValue]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.ArrayFeature#encoder" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="encoder:org.apache.spark.sql.Encoder[TValue]"></a>
+      <a id="encoder:Encoder[TValue]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">encoder</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Encoder">Encoder</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature.TValue">TValue</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@encoder:org.apache.spark.sql.Encoder[TValue]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#fallbackLazyValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fallbackLazyValue:Option[()=&gt;TComplete]"></a>
+      <a id="fallbackLazyValue:Option[()⇒Array[TValue]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fallbackLazyValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[() ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@fallbackLazyValue:Option[()=&gt;TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#fallbackRawValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fallbackRawValue:Option[TComplete]"></a>
+      <a id="fallbackRawValue:Option[Array[TValue]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fallbackRawValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@fallbackRawValue:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get:Option[TComplete]"></a>
+      <a id="get:Option[Array[TValue]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@get:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#getFieldPath" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getFieldPath(path:String,field:String):org.apache.hadoop.fs.Path"></a>
+      <a id="getFieldPath(String,String):Path"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFieldPath</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.hadoop.fs.Path">Path</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@getFieldPath(path:String,field:String):org.apache.hadoop.fs.Path" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault:TComplete"></a>
+      <a id="getOrDefault:Array[TValue]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature.TValue">TValue</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@getOrDefault:TComplete" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet:Boolean"></a>
+      <a id="isSet:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@isSet:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.ArrayFeature#name" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="name:String"></a>
+      <a id="name:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">name</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@name:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#orDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="orDefault:Option[TComplete]"></a>
+      <a id="orDefault:Option[Array[TValue]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">orDefault</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@orDefault:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#rawValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="rawValue:Option[TComplete]"></a>
+      <a id="rawValue:Option[Array[TValue]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">rawValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@rawValue:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#serializationMode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializationMode:String"></a>
+      <a id="serializationMode:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializationMode</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@serializationMode:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#serialize" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:TComplete):Unit"></a>
+      <a id="serialize(SparkSession,String,String,Array[TValue]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serialize</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature.TValue">TValue</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@serialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:TComplete):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.ArrayFeature#serializeDataset" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Array[TValue]):Unit"></a>
+      <a id="serializeDataset(SparkSession,String,String,Array[TValue]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializeDataset</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature.TValue">TValue</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@serializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Array[TValue]):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#serializeInfer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializeInfer(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Any):Unit"></a>
+      <a id="serializeInfer(SparkSession,String,String,Any):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializeInfer</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@serializeInfer(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Any):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.ArrayFeature#serializeObject" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Array[TValue]):Unit"></a>
+      <a id="serializeObject(SparkSession,String,String,Array[TValue]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializeObject</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature.TValue">TValue</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@serializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Array[TValue]):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#setFallback" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setFallback(v:Option[()=&gt;TComplete]):com.johnsnowlabs.nlp.HasFeatures"></a>
+      <a id="setFallback(Option[()⇒Array[TValue]]):HasFeatures"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setFallback</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Option">Option</span>[() ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature.TValue">TValue</span>]]</span>)</span><span class="result">: <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@setFallback(v:Option[()=&gt;TComplete]):com.johnsnowlabs.nlp.HasFeatures" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#setValue" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setValue(value:Option[Any]):com.johnsnowlabs.nlp.HasFeatures"></a>
+      <a id="setValue(Option[Any]):HasFeatures"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setValue</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Any">Any</span>]</span>)</span><span class="result">: <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@setValue(value:Option[Any]):com.johnsnowlabs.nlp.HasFeatures" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#useBroadcast" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="useBroadcast:Boolean"></a>
+      <a id="useBroadcast:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">useBroadcast</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@useBroadcast:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.ArrayFeature@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.serialization.Feature">
+              <h3>Inherited from <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature.TValue">TValue</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature.TValue">TValue</span>, <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature.TValue">TValue</span>]]</h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
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+      <div id="tooltip"></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/serialization/Feature.html b/docs/api/com/johnsnowlabs/nlp/serialization/Feature.html
new file mode 100644
index 00000000000000..0b47dcdcd5de72
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/serialization/Feature.html
@@ -0,0 +1,869 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Feature - com.johnsnowlabs.nlp.serialization.Feature</title>
+          <meta name="description" content="Feature - com.johnsnowlabs.nlp.serialization.Feature" />
+          <meta name="keywords" content="Feature com.johnsnowlabs.nlp.serialization.Feature" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
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+            var anchor_opt = '';
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+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.serialization">serialization</a></p>
+        <h1>Feature</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.serialization">package serialization</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Feature</span><span class="tparams">[<span name="Serializable1">Serializable1</span>, <span name="Serializable2">Serializable2</span>, <span name="TComplete">TComplete</span>]</span><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">Known Subclasses</span>
+            <div class="subClasses hiddenContent"><a href="ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>, <a href="MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>, <a href="SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>, <a href="StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>, <a href="TransducerFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerFeature">TransducerFeature</a>, <a href="TransducerSeqFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature">TransducerSeqFeature</a></div>
+          </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.serialization.Feature"><span>Feature</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
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+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.serialization.Feature#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(model:com.johnsnowlabs.nlp.HasFeatures,name:String)(implicitevidence$1:scala.reflect.ClassTag[TComplete]):com.johnsnowlabs.nlp.serialization.Feature[Serializable1,Serializable2,TComplete]"></a>
+      <a id="&lt;init&gt;:Feature[Serializable1,Serializable2,TComplete]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Feature</span><span class="params">(<span name="model">model: <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>, <span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="params">(<span class="implicit">implicit </span><span name="arg0">arg0: <span class="extype" name="scala.reflect.ClassTag">ClassTag</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.Feature.TComplete">TComplete</span>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@&lt;init&gt;(model:com.johnsnowlabs.nlp.HasFeatures,name:String)(implicitevidence$1:scala.reflect.ClassTag[TComplete]):com.johnsnowlabs.nlp.serialization.Feature[Serializable1,Serializable2,TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Abstract Value Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.serialization.Feature#deserializeDataset" visbl="prt" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="deserializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[_]"></a>
+      <a id="deserializeDataset(SparkSession,String,String):Option[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserializeDataset</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@deserializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#deserializeObject" visbl="prt" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="deserializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[_]"></a>
+      <a id="deserializeObject(SparkSession,String,String):Option[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserializeObject</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@deserializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#serializeDataset" visbl="prt" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="serializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:TComplete):Unit"></a>
+      <a id="serializeDataset(SparkSession,String,String,TComplete):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializeDataset</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.serialization.Feature.TComplete">TComplete</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@serializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:TComplete):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#serializeObject" visbl="prt" data-isabs="true" fullComment="yes" group="Ungrouped">
+      <a id="serializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:TComplete):Unit"></a>
+      <a id="serializeObject(SparkSession,String,String,TComplete):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">abstract </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializeObject</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.serialization.Feature.TComplete">TComplete</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@serializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:TComplete):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="values" class="values members">
+              <h3>Concrete Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#broadcastValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="broadcastValue:Option[org.apache.spark.broadcast.Broadcast[TComplete]]"></a>
+      <a id="broadcastValue:Option[Broadcast[TComplete]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">broadcastValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.broadcast.Broadcast">Broadcast</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.Feature.TComplete">TComplete</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@broadcastValue:Option[org.apache.spark.broadcast.Broadcast[TComplete]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#deserialize" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="deserialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[_]"></a>
+      <a id="deserialize(SparkSession,String,String):Option[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserialize</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@deserialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#fallbackLazyValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fallbackLazyValue:Option[()=&gt;TComplete]"></a>
+      <a id="fallbackLazyValue:Option[()⇒TComplete]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fallbackLazyValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[() ⇒ <span class="extype" name="com.johnsnowlabs.nlp.serialization.Feature.TComplete">TComplete</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@fallbackLazyValue:Option[()=&gt;TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#fallbackRawValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fallbackRawValue:Option[TComplete]"></a>
+      <a id="fallbackRawValue:Option[TComplete]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fallbackRawValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.Feature.TComplete">TComplete</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@fallbackRawValue:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#get" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="get:Option[TComplete]"></a>
+      <a id="get:Option[TComplete]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.Feature.TComplete">TComplete</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@get:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#getFieldPath" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getFieldPath(path:String,field:String):org.apache.hadoop.fs.Path"></a>
+      <a id="getFieldPath(String,String):Path"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFieldPath</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.hadoop.fs.Path">Path</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@getFieldPath(path:String,field:String):org.apache.hadoop.fs.Path" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#getOrDefault" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getOrDefault:TComplete"></a>
+      <a id="getOrDefault:TComplete"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.serialization.Feature.TComplete">TComplete</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@getOrDefault:TComplete" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#isSet" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="isSet:Boolean"></a>
+      <a id="isSet:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@isSet:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#name" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="name:String"></a>
+      <a id="name:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">name</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@name:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#orDefault" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="orDefault:Option[TComplete]"></a>
+      <a id="orDefault:Option[TComplete]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">orDefault</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.Feature.TComplete">TComplete</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@orDefault:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#rawValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="rawValue:Option[TComplete]"></a>
+      <a id="rawValue:Option[TComplete]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">rawValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.Feature.TComplete">TComplete</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@rawValue:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#serializationMode" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="serializationMode:String"></a>
+      <a id="serializationMode:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializationMode</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@serializationMode:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#serialize" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="serialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:TComplete):Unit"></a>
+      <a id="serialize(SparkSession,String,String,TComplete):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serialize</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.serialization.Feature.TComplete">TComplete</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.Feature@serialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:TComplete):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#serializeInfer" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="serializeInfer(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Any):Unit"></a>
+      <a id="serializeInfer(SparkSession,String,String,Any):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+        <span class="modifier">final </span>
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+      <a id="useBroadcast:Boolean"></a>
+      <a id="useBroadcast:Boolean"></a>
+      <h4 class="signature">
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+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">useBroadcast</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
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+    </span>)</span>
+              
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+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
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+        <span class="modifier">final </span>
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+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+              
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
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+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/serialization/MapFeature.html b/docs/api/com/johnsnowlabs/nlp/serialization/MapFeature.html
new file mode 100644
index 00000000000000..1e222f5db73feb
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/serialization/MapFeature.html
@@ -0,0 +1,882 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>MapFeature - com.johnsnowlabs.nlp.serialization.MapFeature</title>
+          <meta name="description" content="MapFeature - com.johnsnowlabs.nlp.serialization.MapFeature" />
+          <meta name="keywords" content="MapFeature com.johnsnowlabs.nlp.serialization.MapFeature" />
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+   	  </script>
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+        </head>
+        <body class="type">
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+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.serialization">serialization</a></p>
+        <h1>MapFeature</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.serialization">package serialization</a>
+          </div></span></h3><span class="permalink">
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+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">MapFeature</span><span class="tparams">[<span name="TKey">TKey</span>, <span name="TValue">TValue</span>]</span><span class="result"> extends <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TKey">TKey</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TValue">TValue</span>, <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TKey">TKey</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4>
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+          <div class="superTypes hiddenContent"><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TKey">TKey</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TValue">TValue</span>, <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TKey">TKey</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TValue">TValue</span>]], <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.serialization.MapFeature#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(model:com.johnsnowlabs.nlp.HasFeatures,name:String)(implicitevidence$3:scala.reflect.ClassTag[TKey],implicitevidence$4:scala.reflect.ClassTag[TValue]):com.johnsnowlabs.nlp.serialization.MapFeature[TKey,TValue]"></a>
+      <a id="&lt;init&gt;:MapFeature[TKey,TValue]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
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+      <span class="symbol">
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+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#broadcastValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="broadcastValue:Option[org.apache.spark.broadcast.Broadcast[TComplete]]"></a>
+      <a id="broadcastValue:Option[Broadcast[Map[TKey,TValue]]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">broadcastValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.broadcast.Broadcast">Broadcast</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TKey">TKey</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TValue">TValue</span>]]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@broadcastValue:Option[org.apache.spark.broadcast.Broadcast[TComplete]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#deserialize" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="deserialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[_]"></a>
+      <a id="deserialize(SparkSession,String,String):Option[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserialize</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@deserialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.MapFeature#deserializeDataset" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="deserializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[Map[TKey,TValue]]"></a>
+      <a id="deserializeDataset(SparkSession,String,String):Option[Map[TKey,TValue]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserializeDataset</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TKey">TKey</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@deserializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[Map[TKey,TValue]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.MapFeature#deserializeObject" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="deserializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[Map[TKey,TValue]]"></a>
+      <a id="deserializeObject(SparkSession,String,String):Option[Map[TKey,TValue]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserializeObject</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TKey">TKey</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@deserializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[Map[TKey,TValue]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.MapFeature#encoder" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="encoder:org.apache.spark.sql.Encoder[(TKey,TValue)]"></a>
+      <a id="encoder:Encoder[(TKey,TValue)]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">encoder</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Encoder">Encoder</span>[(<span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TKey">TKey</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TValue">TValue</span>)]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@encoder:org.apache.spark.sql.Encoder[(TKey,TValue)]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#fallbackLazyValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fallbackLazyValue:Option[()=&gt;TComplete]"></a>
+      <a id="fallbackLazyValue:Option[()⇒Map[TKey,TValue]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fallbackLazyValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[() ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TKey">TKey</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@fallbackLazyValue:Option[()=&gt;TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#fallbackRawValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fallbackRawValue:Option[TComplete]"></a>
+      <a id="fallbackRawValue:Option[Map[TKey,TValue]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fallbackRawValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TKey">TKey</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@fallbackRawValue:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get:Option[TComplete]"></a>
+      <a id="get:Option[Map[TKey,TValue]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TKey">TKey</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@get:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#getFieldPath" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getFieldPath(path:String,field:String):org.apache.hadoop.fs.Path"></a>
+      <a id="getFieldPath(String,String):Path"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFieldPath</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.hadoop.fs.Path">Path</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@getFieldPath(path:String,field:String):org.apache.hadoop.fs.Path" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault:TComplete"></a>
+      <a id="getOrDefault:Map[TKey,TValue]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TKey">TKey</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TValue">TValue</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@getOrDefault:TComplete" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet:Boolean"></a>
+      <a id="isSet:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@isSet:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.MapFeature#name" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="name:String"></a>
+      <a id="name:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">name</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@name:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#orDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="orDefault:Option[TComplete]"></a>
+      <a id="orDefault:Option[Map[TKey,TValue]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">orDefault</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TKey">TKey</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@orDefault:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#rawValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="rawValue:Option[TComplete]"></a>
+      <a id="rawValue:Option[Map[TKey,TValue]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">rawValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TKey">TKey</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@rawValue:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#serializationMode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializationMode:String"></a>
+      <a id="serializationMode:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializationMode</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@serializationMode:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#serialize" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:TComplete):Unit"></a>
+      <a id="serialize(SparkSession,String,String,Map[TKey,TValue]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serialize</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TKey">TKey</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TValue">TValue</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@serialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:TComplete):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.MapFeature#serializeDataset" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Map[TKey,TValue]):Unit"></a>
+      <a id="serializeDataset(SparkSession,String,String,Map[TKey,TValue]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializeDataset</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TKey">TKey</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TValue">TValue</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@serializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Map[TKey,TValue]):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#serializeInfer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializeInfer(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Any):Unit"></a>
+      <a id="serializeInfer(SparkSession,String,String,Any):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializeInfer</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@serializeInfer(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Any):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.MapFeature#serializeObject" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Map[TKey,TValue]):Unit"></a>
+      <a id="serializeObject(SparkSession,String,String,Map[TKey,TValue]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializeObject</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TKey">TKey</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TValue">TValue</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@serializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Map[TKey,TValue]):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#setFallback" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setFallback(v:Option[()=&gt;TComplete]):com.johnsnowlabs.nlp.HasFeatures"></a>
+      <a id="setFallback(Option[()⇒Map[TKey,TValue]]):HasFeatures"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setFallback</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Option">Option</span>[() ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TKey">TKey</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TValue">TValue</span>]]</span>)</span><span class="result">: <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@setFallback(v:Option[()=&gt;TComplete]):com.johnsnowlabs.nlp.HasFeatures" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#setValue" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setValue(value:Option[Any]):com.johnsnowlabs.nlp.HasFeatures"></a>
+      <a id="setValue(Option[Any]):HasFeatures"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setValue</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Any">Any</span>]</span>)</span><span class="result">: <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@setValue(value:Option[Any]):com.johnsnowlabs.nlp.HasFeatures" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#useBroadcast" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="useBroadcast:Boolean"></a>
+      <a id="useBroadcast:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">useBroadcast</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@useBroadcast:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.MapFeature@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.serialization.Feature">
+              <h3>Inherited from <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TKey">TKey</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TValue">TValue</span>, <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TKey">TKey</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature.TValue">TValue</span>]]</h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/serialization/SerializedExternalResource.html b/docs/api/com/johnsnowlabs/nlp/serialization/SerializedExternalResource.html
new file mode 100644
index 00000000000000..a776419bd2f1b7
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/serialization/SerializedExternalResource.html
@@ -0,0 +1,529 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SerializedExternalResource - com.johnsnowlabs.nlp.serialization.SerializedExternalResource</title>
+          <meta name="description" content="SerializedExternalResource - com.johnsnowlabs.nlp.serialization.SerializedExternalResource" />
+          <meta name="keywords" content="SerializedExternalResource com.johnsnowlabs.nlp.serialization.SerializedExternalResource" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.serialization.SerializedExternalResource';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.serialization">serialization</a></p>
+        <h1>SerializedExternalResource</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.serialization">package serialization</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SerializedExternalResource" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SerializedExternalResource</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="readAs">readAs: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="options">options: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Map(&quot;format&quot; -&gt; &quot;text&quot;)</span></span>)</span><span class="result"> extends <a href="../annotators/param/SerializedAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent">SerializedAnnotatorComponent</a>[<a href="../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a>] with <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <a href="../annotators/param/SerializedAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent">SerializedAnnotatorComponent</a>[<a href="../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.serialization.SerializedExternalResource"><span>SerializedExternalResource</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent"><span>SerializedAnnotatorComponent</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.serialization.SerializedExternalResource#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(path:String,readAs:String,options:Map[String,String]):com.johnsnowlabs.nlp.serialization.SerializedExternalResource"></a>
+      <a id="&lt;init&gt;:SerializedExternalResource"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SerializedExternalResource</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="readAs">readAs: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="options">options: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Map(&quot;format&quot; -&gt; &quot;text&quot;)</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SerializedExternalResource@&lt;init&gt;(path:String,readAs:String,options:Map[String,String]):com.johnsnowlabs.nlp.serialization.SerializedExternalResource" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SerializedExternalResource@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SerializedExternalResource@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SerializedExternalResource@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SerializedExternalResource@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SerializedExternalResource@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.SerializedExternalResource#deserialize" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="deserialize:com.johnsnowlabs.nlp.util.io.ExternalResource"></a>
+      <a id="deserialize:ExternalResource"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserialize</span><span class="result">: <a href="../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SerializedExternalResource@deserialize:com.johnsnowlabs.nlp.util.io.ExternalResource" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.SerializedExternalResource">SerializedExternalResource</a> → <a href="../annotators/param/SerializedAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent">SerializedAnnotatorComponent</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SerializedExternalResource@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SerializedExternalResource@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SerializedExternalResource@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <a id="ne(x$1:AnyRef):Boolean"></a>
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+        <span class="kind">def</span>
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+      <a id="notify():Unit"></a>
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+    </li><li name="com.johnsnowlabs.nlp.serialization.SerializedExternalResource#options" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="options:Map[String,String]"></a>
+      <a id="options:Map[String,String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">options</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="com.johnsnowlabs.nlp.serialization.SerializedExternalResource#path" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="path:String"></a>
+      <a id="path:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">path</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SerializedExternalResource@path:String" title="Permalink" target="_top">
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+      
+    </li><li name="com.johnsnowlabs.nlp.serialization.SerializedExternalResource#readAs" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="readAs:String"></a>
+      <a id="readAs:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readAs</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SerializedExternalResource@readAs:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SerializedExternalResource@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SerializedExternalResource@wait():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SerializedExternalResource@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SerializedExternalResource@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent">
+              <h3>Inherited from <a href="../annotators/param/SerializedAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent">SerializedAnnotatorComponent</a>[<a href="../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
+      </div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/serialization/SetFeature.html b/docs/api/com/johnsnowlabs/nlp/serialization/SetFeature.html
new file mode 100644
index 00000000000000..4022662202f9b3
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/serialization/SetFeature.html
@@ -0,0 +1,882 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SetFeature - com.johnsnowlabs.nlp.serialization.SetFeature</title>
+          <meta name="description" content="SetFeature - com.johnsnowlabs.nlp.serialization.SetFeature" />
+          <meta name="keywords" content="SetFeature com.johnsnowlabs.nlp.serialization.SetFeature" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+            var anchor_opt = '';
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+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.serialization">serialization</a></p>
+        <h1>SetFeature</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.serialization">package serialization</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SetFeature</span><span class="tparams">[<span name="TValue">TValue</span>]</span><span class="result"> extends <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>, <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>, <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>]], <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
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+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.serialization.SetFeature"><span>SetFeature</span></li><li class="in" name="com.johnsnowlabs.nlp.serialization.Feature"><span>Feature</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+              </div><div id="ancestors">
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+            <span class="filtertype">Visibility</span>
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+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.serialization.SetFeature#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(model:com.johnsnowlabs.nlp.HasFeatures,name:String)(implicitevidence$6:scala.reflect.ClassTag[TValue]):com.johnsnowlabs.nlp.serialization.SetFeature[TValue]"></a>
+      <a id="&lt;init&gt;:SetFeature[TValue]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SetFeature</span><span class="params">(<span name="model">model: <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>, <span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="params">(<span class="implicit">implicit </span><span name="arg0">arg0: <span class="extype" name="scala.reflect.ClassTag">ClassTag</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@&lt;init&gt;(model:com.johnsnowlabs.nlp.HasFeatures,name:String)(implicitevidence$6:scala.reflect.ClassTag[TValue]):com.johnsnowlabs.nlp.serialization.SetFeature[TValue]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li></ol>
+            </div>
+
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+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@##():Int" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@asInstanceOf[T0]:T0" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#broadcastValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="broadcastValue:Option[org.apache.spark.broadcast.Broadcast[TComplete]]"></a>
+      <a id="broadcastValue:Option[Broadcast[Set[TValue]]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">broadcastValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.broadcast.Broadcast">Broadcast</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>]]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@broadcastValue:Option[org.apache.spark.broadcast.Broadcast[TComplete]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#deserialize" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="deserialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[_]"></a>
+      <a id="deserialize(SparkSession,String,String):Option[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserialize</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@deserialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.SetFeature#deserializeDataset" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="deserializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[Set[TValue]]"></a>
+      <a id="deserializeDataset(SparkSession,String,String):Option[Set[TValue]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserializeDataset</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@deserializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[Set[TValue]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.SetFeature#deserializeObject" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="deserializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[Set[TValue]]"></a>
+      <a id="deserializeObject(SparkSession,String,String):Option[Set[TValue]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserializeObject</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@deserializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[Set[TValue]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.SetFeature#encoder" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="encoder:org.apache.spark.sql.Encoder[TValue]"></a>
+      <a id="encoder:Encoder[TValue]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">encoder</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Encoder">Encoder</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@encoder:org.apache.spark.sql.Encoder[TValue]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#fallbackLazyValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fallbackLazyValue:Option[()=&gt;TComplete]"></a>
+      <a id="fallbackLazyValue:Option[()⇒Set[TValue]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fallbackLazyValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[() ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@fallbackLazyValue:Option[()=&gt;TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#fallbackRawValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fallbackRawValue:Option[TComplete]"></a>
+      <a id="fallbackRawValue:Option[Set[TValue]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fallbackRawValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@fallbackRawValue:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get:Option[TComplete]"></a>
+      <a id="get:Option[Set[TValue]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@get:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#getFieldPath" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getFieldPath(path:String,field:String):org.apache.hadoop.fs.Path"></a>
+      <a id="getFieldPath(String,String):Path"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFieldPath</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.hadoop.fs.Path">Path</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@getFieldPath(path:String,field:String):org.apache.hadoop.fs.Path" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault:TComplete"></a>
+      <a id="getOrDefault:Set[TValue]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@getOrDefault:TComplete" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet:Boolean"></a>
+      <a id="isSet:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@isSet:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.SetFeature#name" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="name:String"></a>
+      <a id="name:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">name</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@name:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#orDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="orDefault:Option[TComplete]"></a>
+      <a id="orDefault:Option[Set[TValue]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">orDefault</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@orDefault:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#rawValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="rawValue:Option[TComplete]"></a>
+      <a id="rawValue:Option[Set[TValue]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">rawValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@rawValue:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#serializationMode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializationMode:String"></a>
+      <a id="serializationMode:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializationMode</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@serializationMode:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#serialize" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:TComplete):Unit"></a>
+      <a id="serialize(SparkSession,String,String,Set[TValue]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serialize</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@serialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:TComplete):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.SetFeature#serializeDataset" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Set[TValue]):Unit"></a>
+      <a id="serializeDataset(SparkSession,String,String,Set[TValue]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializeDataset</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@serializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Set[TValue]):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#serializeInfer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializeInfer(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Any):Unit"></a>
+      <a id="serializeInfer(SparkSession,String,String,Any):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializeInfer</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@serializeInfer(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Any):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.SetFeature#serializeObject" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Set[TValue]):Unit"></a>
+      <a id="serializeObject(SparkSession,String,String,Set[TValue]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializeObject</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@serializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Set[TValue]):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#setFallback" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setFallback(v:Option[()=&gt;TComplete]):com.johnsnowlabs.nlp.HasFeatures"></a>
+      <a id="setFallback(Option[()⇒Set[TValue]]):HasFeatures"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setFallback</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Option">Option</span>[() ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>]]</span>)</span><span class="result">: <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@setFallback(v:Option[()=&gt;TComplete]):com.johnsnowlabs.nlp.HasFeatures" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#setValue" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setValue(value:Option[Any]):com.johnsnowlabs.nlp.HasFeatures"></a>
+      <a id="setValue(Option[Any]):HasFeatures"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setValue</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Any">Any</span>]</span>)</span><span class="result">: <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@setValue(value:Option[Any]):com.johnsnowlabs.nlp.HasFeatures" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#useBroadcast" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="useBroadcast:Boolean"></a>
+      <a id="useBroadcast:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">useBroadcast</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.SetFeature@useBroadcast:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+        <div class="parent" name="com.johnsnowlabs.nlp.serialization.Feature">
+              <h3>Inherited from <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>, <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature.TValue">TValue</span>]]</h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/serialization/StructFeature.html b/docs/api/com/johnsnowlabs/nlp/serialization/StructFeature.html
new file mode 100644
index 00000000000000..9facf9bf96a186
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/serialization/StructFeature.html
@@ -0,0 +1,882 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>StructFeature - com.johnsnowlabs.nlp.serialization.StructFeature</title>
+          <meta name="description" content="StructFeature - com.johnsnowlabs.nlp.serialization.StructFeature" />
+          <meta name="keywords" content="StructFeature com.johnsnowlabs.nlp.serialization.StructFeature" />
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+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.serialization">serialization</a></p>
+        <h1>StructFeature</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.serialization">package serialization</a>
+          </div></span></h3><span class="permalink">
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+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">StructFeature</span><span class="tparams">[<span name="TValue">TValue</span>]</span><span class="result"> extends <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature.TValue">TValue</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature.TValue">TValue</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature.TValue">TValue</span>]</span>
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+      </h4>
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+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature.TValue">TValue</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature.TValue">TValue</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature.TValue">TValue</span>], <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
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+                <li class="inherit out"><span>By Inheritance</span></li>
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+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.serialization.StructFeature"><span>StructFeature</span></li><li class="in" name="com.johnsnowlabs.nlp.serialization.Feature"><span>Feature</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.serialization.StructFeature#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(model:com.johnsnowlabs.nlp.HasFeatures,name:String)(implicitevidence$2:scala.reflect.ClassTag[TValue]):com.johnsnowlabs.nlp.serialization.StructFeature[TValue]"></a>
+      <a id="&lt;init&gt;:StructFeature[TValue]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">StructFeature</span><span class="params">(<span name="model">model: <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>, <span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="params">(<span class="implicit">implicit </span><span name="arg0">arg0: <span class="extype" name="scala.reflect.ClassTag">ClassTag</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature.TValue">TValue</span>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@&lt;init&gt;(model:com.johnsnowlabs.nlp.HasFeatures,name:String)(implicitevidence$2:scala.reflect.ClassTag[TValue]):com.johnsnowlabs.nlp.serialization.StructFeature[TValue]" title="Permalink" target="_top">
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+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#broadcastValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="broadcastValue:Option[org.apache.spark.broadcast.Broadcast[TComplete]]"></a>
+      <a id="broadcastValue:Option[Broadcast[TValue]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">broadcastValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.broadcast.Broadcast">Broadcast</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature.TValue">TValue</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@broadcastValue:Option[org.apache.spark.broadcast.Broadcast[TComplete]]" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@clone():Object" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#deserialize" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="deserialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[_]"></a>
+      <a id="deserialize(SparkSession,String,String):Option[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserialize</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@deserialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.StructFeature#deserializeDataset" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="deserializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[TValue]"></a>
+      <a id="deserializeDataset(SparkSession,String,String):Option[TValue]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserializeDataset</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature.TValue">TValue</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@deserializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[TValue]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.StructFeature#deserializeObject" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="deserializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[TValue]"></a>
+      <a id="deserializeObject(SparkSession,String,String):Option[TValue]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">deserializeObject</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature.TValue">TValue</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@deserializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[TValue]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.StructFeature#encoder" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="encoder:org.apache.spark.sql.Encoder[TValue]"></a>
+      <a id="encoder:Encoder[TValue]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@encoder:org.apache.spark.sql.Encoder[TValue]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#fallbackLazyValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fallbackLazyValue:Option[()=&gt;TComplete]"></a>
+      <a id="fallbackLazyValue:Option[()⇒TValue]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fallbackLazyValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[() ⇒ <span class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature.TValue">TValue</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@fallbackLazyValue:Option[()=&gt;TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#fallbackRawValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fallbackRawValue:Option[TComplete]"></a>
+      <a id="fallbackRawValue:Option[TValue]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fallbackRawValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature.TValue">TValue</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@fallbackRawValue:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get:Option[TComplete]"></a>
+      <a id="get:Option[TValue]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature.TValue">TValue</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@get:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#getFieldPath" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getFieldPath(path:String,field:String):org.apache.hadoop.fs.Path"></a>
+      <a id="getFieldPath(String,String):Path"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFieldPath</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.hadoop.fs.Path">Path</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@getFieldPath(path:String,field:String):org.apache.hadoop.fs.Path" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault:TComplete"></a>
+      <a id="getOrDefault:TValue"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature.TValue">TValue</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@getOrDefault:TComplete" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet:Boolean"></a>
+      <a id="isSet:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@isSet:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.StructFeature#name" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="name:String"></a>
+      <a id="name:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">name</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@name:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#orDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="orDefault:Option[TComplete]"></a>
+      <a id="orDefault:Option[TValue]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">orDefault</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature.TValue">TValue</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@orDefault:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#rawValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="rawValue:Option[TComplete]"></a>
+      <a id="rawValue:Option[TValue]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">rawValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature.TValue">TValue</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@rawValue:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#serializationMode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializationMode:String"></a>
+      <a id="serializationMode:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializationMode</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@serializationMode:String" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#serialize" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:TComplete):Unit"></a>
+      <a id="serialize(SparkSession,String,String,TValue):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serialize</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature.TValue">TValue</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@serialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:TComplete):Unit" title="Permalink" target="_top">
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+    </span>
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+    </li><li name="com.johnsnowlabs.nlp.serialization.StructFeature#serializeDataset" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:TValue):Unit"></a>
+      <a id="serializeDataset(SparkSession,String,String,TValue):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializeDataset</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature.TValue">TValue</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@serializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:TValue):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#serializeInfer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializeInfer(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Any):Unit"></a>
+      <a id="serializeInfer(SparkSession,String,String,Any):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializeInfer</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@serializeInfer(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Any):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.StructFeature#serializeObject" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:TValue):Unit"></a>
+      <a id="serializeObject(SparkSession,String,String,TValue):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializeObject</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature.TValue">TValue</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@serializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:TValue):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#setFallback" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setFallback(v:Option[()=&gt;TComplete]):com.johnsnowlabs.nlp.HasFeatures"></a>
+      <a id="setFallback(Option[()⇒TValue]):HasFeatures"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setFallback</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Option">Option</span>[() ⇒ <span class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature.TValue">TValue</span>]</span>)</span><span class="result">: <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>
+      </span>
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+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#setValue" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setValue(value:Option[Any]):com.johnsnowlabs.nlp.HasFeatures"></a>
+      <a id="setValue(Option[Any]):HasFeatures"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setValue</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Any">Any</span>]</span>)</span><span class="result">: <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@setValue(value:Option[Any]):com.johnsnowlabs.nlp.HasFeatures" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#useBroadcast" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="useBroadcast:Boolean"></a>
+      <a id="useBroadcast:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">useBroadcast</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@wait():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.StructFeature@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.serialization.Feature">
+              <h3>Inherited from <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[<span class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature.TValue">TValue</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature.TValue">TValue</span>, <span class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature.TValue">TValue</span>]</h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/serialization/TransducerFeature.html b/docs/api/com/johnsnowlabs/nlp/serialization/TransducerFeature.html
new file mode 100644
index 00000000000000..4e8d0fff5ee839
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/serialization/TransducerFeature.html
@@ -0,0 +1,865 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TransducerFeature - com.johnsnowlabs.nlp.serialization.TransducerFeature</title>
+          <meta name="description" content="TransducerFeature - com.johnsnowlabs.nlp.serialization.TransducerFeature" />
+          <meta name="keywords" content="TransducerFeature com.johnsnowlabs.nlp.serialization.TransducerFeature" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+              anchor_opt = '@' + anchor.substring(1);
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+        <body class="type">
+      <div id="definition">
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+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.serialization">serialization</a></p>
+        <h1>TransducerFeature</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.serialization">package serialization</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TransducerFeature</span><span class="result"> extends <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[<span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>], <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>], <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]]</span>
+      </span>
+      </h4>
+      
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+          <span class="toggle">Linear Supertypes</span>
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+              <ol><li name="com.johnsnowlabs.nlp.serialization.TransducerFeature#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="&lt;init&gt;:TransducerFeature"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
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+      <span class="symbol">
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+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@##():Int" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#broadcastValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="broadcastValue:Option[org.apache.spark.broadcast.Broadcast[TComplete]]"></a>
+      <a id="broadcastValue:Option[Broadcast[ITransducer[Candidate]]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">broadcastValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.broadcast.Broadcast">Broadcast</span>[<span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@broadcastValue:Option[org.apache.spark.broadcast.Broadcast[TComplete]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@clone():Object" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#deserialize" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="deserialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[_]"></a>
+      <a id="deserialize(SparkSession,String,String):Option[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserialize</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@deserialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.TransducerFeature#deserializeDataset" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="deserializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]]"></a>
+      <a id="deserializeDataset(SparkSession,String,String):Option[ITransducer[Candidate]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserializeDataset</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@deserializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerFeature">TransducerFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.TransducerFeature#deserializeObject" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="deserializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]]"></a>
+      <a id="deserializeObject(SparkSession,String,String):Option[ITransducer[Candidate]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserializeObject</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@deserializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerFeature">TransducerFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#fallbackLazyValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fallbackLazyValue:Option[()=&gt;TComplete]"></a>
+      <a id="fallbackLazyValue:Option[()⇒ITransducer[Candidate]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@fallbackLazyValue:Option[()=&gt;TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#fallbackRawValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fallbackRawValue:Option[TComplete]"></a>
+      <a id="fallbackRawValue:Option[ITransducer[Candidate]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@fallbackRawValue:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      <a id="get:Option[ITransducer[Candidate]]"></a>
+      <h4 class="signature">
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+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@get:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#getFieldPath" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getFieldPath(path:String,field:String):org.apache.hadoop.fs.Path"></a>
+      <a id="getFieldPath(String,String):Path"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFieldPath</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.hadoop.fs.Path">Path</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@getFieldPath(path:String,field:String):org.apache.hadoop.fs.Path" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault:TComplete"></a>
+      <a id="getOrDefault:ITransducer[Candidate]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="result">: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@getOrDefault:TComplete" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet:Boolean"></a>
+      <a id="isSet:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@isSet:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.TransducerFeature#name" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="name:String"></a>
+      <a id="name:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">name</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@name:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerFeature">TransducerFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#orDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="orDefault:Option[TComplete]"></a>
+      <a id="orDefault:Option[ITransducer[Candidate]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">orDefault</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@orDefault:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#rawValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="rawValue:Option[TComplete]"></a>
+      <a id="rawValue:Option[ITransducer[Candidate]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">rawValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@rawValue:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#serializationMode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializationMode:String"></a>
+      <a id="serializationMode:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializationMode</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@serializationMode:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#serialize" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:TComplete):Unit"></a>
+      <a id="serialize(SparkSession,String,String,ITransducer[Candidate]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serialize</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@serialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:TComplete):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.TransducerFeature#serializeDataset" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String,trans:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):Unit"></a>
+      <a id="serializeDataset(SparkSession,String,String,ITransducer[Candidate]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializeDataset</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="trans">trans: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@serializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String,trans:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerFeature">TransducerFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#serializeInfer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializeInfer(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Any):Unit"></a>
+      <a id="serializeInfer(SparkSession,String,String,Any):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializeInfer</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@serializeInfer(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Any):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.TransducerFeature#serializeObject" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String,trans:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):Unit"></a>
+      <a id="serializeObject(SparkSession,String,String,ITransducer[Candidate]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializeObject</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="trans">trans: <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@serializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String,trans:com.github.liblevenshtein.transducer.ITransducer[com.github.liblevenshtein.transducer.Candidate]):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerFeature">TransducerFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#setFallback" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setFallback(v:Option[()=&gt;TComplete]):com.johnsnowlabs.nlp.HasFeatures"></a>
+      <a id="setFallback(Option[()⇒ITransducer[Candidate]]):HasFeatures"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      <a id="setValue(Option[Any]):HasFeatures"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#useBroadcast" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="useBroadcast:Boolean"></a>
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+      </span>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerFeature@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
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+              
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+        
+
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+              <h3>Inherited from <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[<span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>], <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>], <span class="extype" name="com.github.liblevenshtein.transducer.ITransducer">ITransducer</span>[<span class="extype" name="com.github.liblevenshtein.transducer.Candidate">Candidate</span>]]</h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
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+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
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diff --git a/docs/api/com/johnsnowlabs/nlp/serialization/TransducerSeqFeature.html b/docs/api/com/johnsnowlabs/nlp/serialization/TransducerSeqFeature.html
new file mode 100644
index 00000000000000..0d7dd210589589
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/serialization/TransducerSeqFeature.html
@@ -0,0 +1,882 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TransducerSeqFeature - com.johnsnowlabs.nlp.serialization.TransducerSeqFeature</title>
+          <meta name="description" content="TransducerSeqFeature - com.johnsnowlabs.nlp.serialization.TransducerSeqFeature" />
+          <meta name="keywords" content="TransducerSeqFeature com.johnsnowlabs.nlp.serialization.TransducerSeqFeature" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+            window.location.href = url + '#' + hash + anchor_opt;
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+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.serialization">serialization</a></p>
+        <h1>TransducerSeqFeature</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.serialization">package serialization</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TransducerSeqFeature</span><span class="result"> extends <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[<span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/spell/context/parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>], <span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/spell/context/parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>], <span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/spell/context/parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[<span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/spell/context/parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>], <span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/spell/context/parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>], <span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/spell/context/parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]], <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
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+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature"><span>TransducerSeqFeature</span></li><li class="in" name="com.johnsnowlabs.nlp.serialization.Feature"><span>Feature</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="&lt;init&gt;:TransducerSeqFeature"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
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+      <span class="symbol">
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+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@==(x$1:Any):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#broadcastValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="broadcastValue:Option[org.apache.spark.broadcast.Broadcast[TComplete]]"></a>
+      <a id="broadcastValue:Option[Broadcast[Seq[SpecialClassParser]]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">broadcastValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.broadcast.Broadcast">Broadcast</span>[<span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/spell/context/parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@broadcastValue:Option[org.apache.spark.broadcast.Broadcast[TComplete]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#deserialize" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="deserialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[_]"></a>
+      <a id="deserialize(SparkSession,String,String):Option[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserialize</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@deserialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature#deserializeDataset" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="deserializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]]"></a>
+      <a id="deserializeDataset(SparkSession,String,String):Option[Seq[SpecialClassParser]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserializeDataset</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/spell/context/parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@deserializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature">TransducerSeqFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature#deserializeObject" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="deserializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]]"></a>
+      <a id="deserializeObject(SparkSession,String,String):Option[Seq[SpecialClassParser]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">deserializeObject</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/spell/context/parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@deserializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String):Option[Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature">TransducerSeqFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature#encoder" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="encoder:org.apache.spark.sql.Encoder[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]"></a>
+      <a id="encoder:Encoder[SpecialClassParser]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">encoder</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Encoder">Encoder</span>[<a href="../annotators/spell/context/parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@encoder:org.apache.spark.sql.Encoder[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#fallbackLazyValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fallbackLazyValue:Option[()=&gt;TComplete]"></a>
+      <a id="fallbackLazyValue:Option[()⇒Seq[SpecialClassParser]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fallbackLazyValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[() ⇒ <span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/spell/context/parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@fallbackLazyValue:Option[()=&gt;TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#fallbackRawValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fallbackRawValue:Option[TComplete]"></a>
+      <a id="fallbackRawValue:Option[Seq[SpecialClassParser]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fallbackRawValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/spell/context/parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@fallbackRawValue:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#get" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get:Option[TComplete]"></a>
+      <a id="get:Option[Seq[SpecialClassParser]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/spell/context/parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@get:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#getFieldPath" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getFieldPath(path:String,field:String):org.apache.hadoop.fs.Path"></a>
+      <a id="getFieldPath(String,String):Path"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFieldPath</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.hadoop.fs.Path">Path</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@getFieldPath(path:String,field:String):org.apache.hadoop.fs.Path" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#getOrDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault:TComplete"></a>
+      <a id="getOrDefault:Seq[SpecialClassParser]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/spell/context/parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@getOrDefault:TComplete" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#isSet" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet:Boolean"></a>
+      <a id="isSet:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@isSet:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature#name" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="name:String"></a>
+      <a id="name:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">name</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@name:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature">TransducerSeqFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#orDefault" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="orDefault:Option[TComplete]"></a>
+      <a id="orDefault:Option[Seq[SpecialClassParser]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">orDefault</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/spell/context/parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@orDefault:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#rawValue" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="rawValue:Option[TComplete]"></a>
+      <a id="rawValue:Option[Seq[SpecialClassParser]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">rawValue</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/spell/context/parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@rawValue:Option[TComplete]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#serializationMode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializationMode:String"></a>
+      <a id="serializationMode:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializationMode</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@serializationMode:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#serialize" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:TComplete):Unit"></a>
+      <a id="serialize(SparkSession,String,String,Seq[SpecialClassParser]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serialize</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/spell/context/parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@serialize(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:TComplete):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature#serializeDataset" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String,specialClasses:Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]):Unit"></a>
+      <a id="serializeDataset(SparkSession,String,String,Seq[SpecialClassParser]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializeDataset</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="specialClasses">specialClasses: <span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/spell/context/parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@serializeDataset(spark:org.apache.spark.sql.SparkSession,path:String,field:String,specialClasses:Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature">TransducerSeqFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#serializeInfer" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializeInfer(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Any):Unit"></a>
+      <a id="serializeInfer(SparkSession,String,String,Any):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializeInfer</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@serializeInfer(spark:org.apache.spark.sql.SparkSession,path:String,field:String,value:Any):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature#serializeObject" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="serializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String,specialClasses:Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]):Unit"></a>
+      <a id="serializeObject(SparkSession,String,String,Seq[SpecialClassParser]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">serializeObject</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="field">field: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="specialClasses">specialClasses: <span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/spell/context/parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@serializeObject(spark:org.apache.spark.sql.SparkSession,path:String,field:String,specialClasses:Seq[com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser]):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature">TransducerSeqFeature</a> → <a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#setFallback" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setFallback(v:Option[()=&gt;TComplete]):com.johnsnowlabs.nlp.HasFeatures"></a>
+      <a id="setFallback(Option[()⇒Seq[SpecialClassParser]]):HasFeatures"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setFallback</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Option">Option</span>[() ⇒ <span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/spell/context/parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a>]]</span>)</span><span class="result">: <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@setFallback(v:Option[()=&gt;TComplete]):com.johnsnowlabs.nlp.HasFeatures" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#setValue" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setValue(value:Option[Any]):com.johnsnowlabs.nlp.HasFeatures"></a>
+      <a id="setValue(Option[Any]):HasFeatures"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setValue</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Any">Any</span>]</span>)</span><span class="result">: <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@setValue(value:Option[Any]):com.johnsnowlabs.nlp.HasFeatures" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.serialization.Feature#useBroadcast" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="useBroadcast:Boolean"></a>
+      <a id="useBroadcast:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">useBroadcast</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@useBroadcast:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.serialization.TransducerSeqFeature@wait():Unit" title="Permalink" target="_top">
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+        <h1>CoNLL</h1><h3><span class="morelinks"><div>Related Doc:
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+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">CoNLL</span><span class="params">(<span name="documentCol">documentCol: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;document&quot;</span></span>, <span name="sentenceCol">sentenceCol: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;sentence&quot;</span></span>, <span name="tokenCol">tokenCol: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;token&quot;</span></span>, <span name="posCol">posCol: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;pos&quot;</span></span>, <span name="conllLabelIndex">conllLabelIndex: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">3</span></span>, <span name="conllPosIndex">conllPosIndex: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">1</span></span>, <span name="conllTextCol">conllTextCol: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;text&quot;</span></span>, <span name="labelCol">labelCol: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;label&quot;</span></span>, <span name="explodeSentences">explodeSentences: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
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+                  <li class="in" name="com.johnsnowlabs.nlp.training.CoNLL"><span>CoNLL</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.training.CoNLL#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(documentCol:String,sentenceCol:String,tokenCol:String,posCol:String,conllLabelIndex:Int,conllPosIndex:Int,conllTextCol:String,labelCol:String,explodeSentences:Boolean):com.johnsnowlabs.nlp.training.CoNLL"></a>
+      <a id="&lt;init&gt;:CoNLL"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">CoNLL</span><span class="params">(<span name="documentCol">documentCol: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;document&quot;</span></span>, <span name="sentenceCol">sentenceCol: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;sentence&quot;</span></span>, <span name="tokenCol">tokenCol: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;token&quot;</span></span>, <span name="posCol">posCol: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;pos&quot;</span></span>, <span name="conllLabelIndex">conllLabelIndex: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">3</span></span>, <span name="conllPosIndex">conllPosIndex: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">1</span></span>, <span name="conllTextCol">conllTextCol: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;text&quot;</span></span>, <span name="labelCol">labelCol: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;label&quot;</span></span>, <span name="explodeSentences">explodeSentences: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
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+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@!=(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@==(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL#annotationType" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="annotationType:org.apache.spark.sql.types.ArrayType"></a>
+      <a id="annotationType:ArrayType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotationType</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.ArrayType">ArrayType</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@annotationType:org.apache.spark.sql.types.ArrayType" title="Permalink" target="_top">
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+      </a>
+    </span>
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL#clearTokens" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="clearTokens(tokens:Array[com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord]):Array[com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord]"></a>
+      <a id="clearTokens(Array[IndexedTaggedWord]):Array[IndexedTaggedWord]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clearTokens</span><span class="params">(<span name="tokens">tokens: <span class="extype" name="scala.Array">Array</span>[<a href="../annotators/common/IndexedTaggedWord.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord">IndexedTaggedWord</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="../annotators/common/IndexedTaggedWord.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord">IndexedTaggedWord</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@clearTokens(tokens:Array[com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord]):Array[com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@clone():Object" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL#conllLabelIndex" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="conllLabelIndex:Int"></a>
+      <a id="conllLabelIndex:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">conllLabelIndex</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@conllLabelIndex:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL#conllPosIndex" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="conllPosIndex:Int"></a>
+      <a id="conllPosIndex:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">conllPosIndex</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@conllPosIndex:Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL#conllTextCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="conllTextCol:String"></a>
+      <a id="conllTextCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">conllTextCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@conllTextCol:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL#documentCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="documentCol:String"></a>
+      <a id="documentCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">documentCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@documentCol:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL#explodeSentences" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="explodeSentences:Boolean"></a>
+      <a id="explodeSentences:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explodeSentences</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@explodeSentences:Boolean" title="Permalink" target="_top">
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+    </span>
+      
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@finalize():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL#getAnnotationType" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getAnnotationType(column:String,annotatorType:String,addMetadata:Boolean):org.apache.spark.sql.types.StructField"></a>
+      <a id="getAnnotationType(String,String,Boolean):StructField"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getAnnotationType</span><span class="params">(<span name="column">column: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="annotatorType">annotatorType: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="addMetadata">addMetadata: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructField">StructField</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@getAnnotationType(column:String,annotatorType:String,addMetadata:Boolean):org.apache.spark.sql.types.StructField" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL#labelCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="labelCol:String"></a>
+      <a id="labelCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">labelCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@labelCol:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL#packAssembly" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="packAssembly(text:String,isTraining:Boolean):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="packAssembly(String,Boolean):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">packAssembly</span><span class="params">(<span name="text">text: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="isTraining">isTraining: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@packAssembly(text:String,isTraining:Boolean):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL#packDocs" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="packDocs(docs:Seq[com.johnsnowlabs.nlp.training.CoNLLDocument],spark:org.apache.spark.sql.SparkSession):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="packDocs(Seq[CoNLLDocument],SparkSession):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">packDocs</span><span class="params">(<span name="docs">docs: <span class="extype" name="scala.Seq">Seq</span>[<a href="CoNLLDocument.html" class="extype" name="com.johnsnowlabs.nlp.training.CoNLLDocument">CoNLLDocument</a>]</span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@packDocs(docs:Seq[com.johnsnowlabs.nlp.training.CoNLLDocument],spark:org.apache.spark.sql.SparkSession):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL#packNerTagged" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="packNerTagged(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.Annotated.NerTaggedSentence]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="packNerTagged(Seq[NerTaggedSentence]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">packNerTagged</span><span class="params">(<span name="sentences">sentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/common/Annotated$.html#NerTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.NerTaggedSentence">NerTaggedSentence</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@packNerTagged(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.Annotated.NerTaggedSentence]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL#packPosTagged" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="packPosTagged(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.TaggedSentence]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="packPosTagged(Seq[TaggedSentence]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">packPosTagged</span><span class="params">(<span name="sentences">sentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/common/TaggedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence">TaggedSentence</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@packPosTagged(sentences:Seq[com.johnsnowlabs.nlp.annotators.common.TaggedSentence]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL#packSentence" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="packSentence(text:String,sentences:Seq[com.johnsnowlabs.nlp.annotators.common.TaggedSentence]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="packSentence(String,Seq[TaggedSentence]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">packSentence</span><span class="params">(<span name="text">text: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="sentences">sentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/common/TaggedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence">TaggedSentence</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@packSentence(text:String,sentences:Seq[com.johnsnowlabs.nlp.annotators.common.TaggedSentence]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL#packTokenized" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="packTokenized(text:String,sentences:Seq[com.johnsnowlabs.nlp.annotators.common.TaggedSentence]):Seq[com.johnsnowlabs.nlp.Annotation]"></a>
+      <a id="packTokenized(String,Seq[TaggedSentence]):Seq[Annotation]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">packTokenized</span><span class="params">(<span name="text">text: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="sentences">sentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/common/TaggedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence">TaggedSentence</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@packTokenized(text:String,sentences:Seq[com.johnsnowlabs.nlp.annotators.common.TaggedSentence]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL#posCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="posCol:String"></a>
+      <a id="posCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">posCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@posCol:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL#readDataset" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="readDataset(spark:org.apache.spark.sql.SparkSession,path:String,readAs:String):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="readDataset(SparkSession,String,String):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readDataset</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="readAs">readAs: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol"><span class="name"><a href="../../../package.html">ReadAs.LINE_BY_LINE.toString</a></span></span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@readDataset(spark:org.apache.spark.sql.SparkSession,path:String,readAs:String):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL#readDatasetFromLines" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="readDatasetFromLines(lines:Array[String],spark:org.apache.spark.sql.SparkSession):org.apache.spark.sql.Dataset[_]"></a>
+      <a id="readDatasetFromLines(Array[String],SparkSession):Dataset[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readDatasetFromLines</span><span class="params">(<span name="lines">lines: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@readDatasetFromLines(lines:Array[String],spark:org.apache.spark.sql.SparkSession):org.apache.spark.sql.Dataset[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL#readDocs" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="readDocs(er:com.johnsnowlabs.nlp.util.io.ExternalResource):Seq[com.johnsnowlabs.nlp.training.CoNLLDocument]"></a>
+      <a id="readDocs(ExternalResource):Seq[CoNLLDocument]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readDocs</span><span class="params">(<span name="er">er: <a href="../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a></span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="CoNLLDocument.html" class="extype" name="com.johnsnowlabs.nlp.training.CoNLLDocument">CoNLLDocument</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@readDocs(er:com.johnsnowlabs.nlp.util.io.ExternalResource):Seq[com.johnsnowlabs.nlp.training.CoNLLDocument]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL#readLines" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="readLines(lines:Array[String]):Seq[com.johnsnowlabs.nlp.training.CoNLLDocument]"></a>
+      <a id="readLines(Array[String]):Seq[CoNLLDocument]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readLines</span><span class="params">(<span name="lines">lines: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="CoNLLDocument.html" class="extype" name="com.johnsnowlabs.nlp.training.CoNLLDocument">CoNLLDocument</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL@readLines(lines:Array[String]):Seq[com.johnsnowlabs.nlp.training.CoNLLDocument]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL#schema" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="schema:org.apache.spark.sql.types.StructType"></a>
+      <a id="schema:StructType"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      <span class="modifier_kind">
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+        <span class="kind">val</span>
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+      <span class="symbol">
+        <span class="name">sentenceCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
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+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL#tokenCol" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="tokenCol:String"></a>
+      <a id="tokenCol:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tokenCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
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+    </span>
+      
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+    </span>)</span>
+              
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/CoNLL2003NerReader.html b/docs/api/com/johnsnowlabs/nlp/training/CoNLL2003NerReader.html
new file mode 100644
index 00000000000000..8f25d91d4c9c7a
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/training/CoNLL2003NerReader.html
@@ -0,0 +1,521 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>CoNLL2003NerReader - com.johnsnowlabs.nlp.training.CoNLL2003NerReader</title>
+          <meta name="description" content="CoNLL2003NerReader - com.johnsnowlabs.nlp.training.CoNLL2003NerReader" />
+          <meta name="keywords" content="CoNLL2003NerReader com.johnsnowlabs.nlp.training.CoNLL2003NerReader" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
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+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
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+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.training">training</a></p>
+        <h1>CoNLL2003NerReader</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.training">package training</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL2003NerReader" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">CoNLL2003NerReader</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Helper class for to work with CoNLL 2003 dataset for NER task
+Class is made for easy use from Java
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.training.CoNLL2003NerReader"><span>CoNLL2003NerReader</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
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+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.training.CoNLL2003NerReader#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(wordEmbeddingsFile:String,wordEmbeddingsNDims:Int,normalize:Boolean,embeddingsFormat:com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.Format,possibleExternalDictionary:Option[com.johnsnowlabs.nlp.util.io.ExternalResource]):com.johnsnowlabs.nlp.training.CoNLL2003NerReader"></a>
+      <a id="&lt;init&gt;:CoNLL2003NerReader"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL2003NerReader@&lt;init&gt;(wordEmbeddingsFile:String,wordEmbeddingsNDims:Int,normalize:Boolean,embeddingsFormat:com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat.Format,possibleExternalDictionary:Option[com.johnsnowlabs.nlp.util.io.ExternalResource]):com.johnsnowlabs.nlp.training.CoNLL2003NerReader" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+            </div>
+
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+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL2003NerReader@##():Int" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL2003NerReader@==(x$1:Any):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL2003NerReader@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL2003NerReader@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
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+        <span class="kind">def</span>
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="kind">def</span>
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+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
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+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL2003NerReader#readNerDataset" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="readNerDataset(ExternalResource,Option[DatasetMetadata]):CrfDataset"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readNerDataset</span><span class="params">(<span name="er">er: <a href="../util/io/ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a></span>, <span name="metadata">metadata: <span class="extype" name="scala.Option">Option</span>[<a href="../../ml/crf/DatasetMetadata.html" class="extype" name="com.johnsnowlabs.ml.crf.DatasetMetadata">DatasetMetadata</a>] = <span class="symbol">None</span></span>)</span><span class="result">: <a href="../../ml/crf/CrfDataset.html" class="extype" name="com.johnsnowlabs.ml.crf.CrfDataset">CrfDataset</a></span>
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL2003NerReader@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL2003NerReader@toString():String" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL2003NerReader@wait():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLL2003NerReader@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+    </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
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+        </div>
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+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/CoNLLDocument.html b/docs/api/com/johnsnowlabs/nlp/training/CoNLLDocument.html
new file mode 100644
index 00000000000000..d7dbf61fa2d803
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/training/CoNLLDocument.html
@@ -0,0 +1,510 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>CoNLLDocument - com.johnsnowlabs.nlp.training.CoNLLDocument</title>
+          <meta name="description" content="CoNLLDocument - com.johnsnowlabs.nlp.training.CoNLLDocument" />
+          <meta name="keywords" content="CoNLLDocument com.johnsnowlabs.nlp.training.CoNLLDocument" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
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+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
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+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.training">training</a></p>
+        <h1>CoNLLDocument</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.training">package training</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLLDocument" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">CoNLLDocument</span><span class="params">(<span name="text">text: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="nerTagged">nerTagged: <span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/common/Annotated$.html#NerTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.NerTaggedSentence">NerTaggedSentence</a>]</span>, <span name="posTagged">posTagged: <span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/common/Annotated$.html#PosTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence">PosTaggedSentence</a>]</span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
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+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.training.CoNLLDocument"><span>CoNLLDocument</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
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+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.training.CoNLLDocument#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(text:String,nerTagged:Seq[com.johnsnowlabs.nlp.annotators.common.Annotated.NerTaggedSentence],posTagged:Seq[com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence]):com.johnsnowlabs.nlp.training.CoNLLDocument"></a>
+      <a id="&lt;init&gt;:CoNLLDocument"></a>
+      <h4 class="signature">
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+      </span>
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+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLLDocument@clone():Object" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLLDocument@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLLDocument@finalize():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLLDocument@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLLDocument@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLLDocument@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLLDocument#nerTagged" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="nerTagged:Seq[com.johnsnowlabs.nlp.annotators.common.Annotated.NerTaggedSentence]"></a>
+      <a id="nerTagged:Seq[NerTaggedSentence]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">nerTagged</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/common/Annotated$.html#NerTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.NerTaggedSentence">NerTaggedSentence</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLLDocument@nerTagged:Seq[com.johnsnowlabs.nlp.annotators.common.Annotated.NerTaggedSentence]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLLDocument@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLLDocument@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLLDocument#posTagged" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="posTagged:Seq[com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence]"></a>
+      <a id="posTagged:Seq[PosTaggedSentence]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">posTagged</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/common/Annotated$.html#PosTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence">PosTaggedSentence</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLLDocument@posTagged:Seq[com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLLDocument@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLLDocument#text" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="text:String"></a>
+      <a id="text:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">text</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLLDocument@text:String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLLDocument@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLLDocument@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.CoNLLDocument@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/training/POS.html b/docs/api/com/johnsnowlabs/nlp/training/POS.html
new file mode 100644
index 00000000000000..8a5bb332d2097f
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/training/POS.html
@@ -0,0 +1,510 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>POS - com.johnsnowlabs.nlp.training.POS</title>
+          <meta name="description" content="POS - com.johnsnowlabs.nlp.training.POS" />
+          <meta name="keywords" content="POS com.johnsnowlabs.nlp.training.POS" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.training.POS';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.training">training</a></p>
+        <h1>POS</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.training">package training</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.POS" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">POS</span><span class="params">()</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.training.POS"><span>POS</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.training.POS#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.training.POS"></a>
+      <a id="&lt;init&gt;:POS"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">POS</span><span class="params">()</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.POS@&lt;init&gt;():com.johnsnowlabs.nlp.training.POS" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.POS@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.POS@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.POS@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.POS@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.POS@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.POS@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.POS@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.POS@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.POS@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.POS@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.POS@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.POS@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.training.POS#readDataset" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="readDataset(sparkSession:org.apache.spark.sql.SparkSession,path:String,delimiter:String,outputPosCol:String,outputDocumentCol:String,outputTextCol:String):org.apache.spark.sql.DataFrame"></a>
+      <a id="readDataset(SparkSession,String,String,String,String,String):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readDataset</span><span class="params">(<span name="sparkSession">sparkSession: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="delimiter">delimiter: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;|&quot;</span></span>, <span name="outputPosCol">outputPosCol: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;tags&quot;</span></span>, <span name="outputDocumentCol">outputDocumentCol: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;document&quot;</span></span>, <span name="outputTextCol">outputTextCol: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;text&quot;</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.POS@readDataset(sparkSession:org.apache.spark.sql.SparkSession,path:String,delimiter:String,outputPosCol:String,outputDocumentCol:String,outputTextCol:String):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.training.POS#readFromDataframe" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="readFromDataframe(posDataframe:org.apache.spark.sql.DataFrame,tokensCol:String,labelsCol:String,outPutDocColName:String,outPutPosColName:String):org.apache.spark.sql.DataFrame"></a>
+      <a id="readFromDataframe(DataFrame,String,String,String,String):DataFrame"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.POS@readFromDataframe(posDataframe:org.apache.spark.sql.DataFrame,tokensCol:String,labelsCol:String,outPutDocColName:String,outPutPosColName:String):org.apache.spark.sql.DataFrame" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
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+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.POS@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.POS@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.POS@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
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+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column,annotatorType:String,outPutColName:String):org.apache.spark.sql.Column"></a>
+      <a id="wrapColumnMetadata(Column,String,String):Column"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.POS@wrapColumnMetadata(col:org.apache.spark.sql.Column,annotatorType:String,outPutColName:String):org.apache.spark.sql.Column" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
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+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
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+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/training/package.html b/docs/api/com/johnsnowlabs/nlp/training/package.html
new file mode 100644
index 00000000000000..36d2a9a54fff75
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/training/package.html
@@ -0,0 +1,171 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>training - com.johnsnowlabs.nlp.training</title>
+          <meta name="description" content="training - com.johnsnowlabs.nlp.training" />
+          <meta name="keywords" content="training com.johnsnowlabs.nlp.training" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.training.package';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Package" src="../../../../lib/package_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></p>
+        <h1>training</h1><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.package" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <span class="symbol">
+        <span class="name">training</span>
+      </span>
+      </h4>
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+          <div id="comment" class="fullcommenttop"></div>
+        
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+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.training.CoNLL" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="CoNLLextendsProductwithSerializable"></a>
+      <a id="CoNLL:CoNLL"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="CoNLL.html"><span class="name">CoNLL</span></a><span class="params">(<span name="documentCol">documentCol: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;document&quot;</span></span>, <span name="sentenceCol">sentenceCol: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;sentence&quot;</span></span>, <span name="tokenCol">tokenCol: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;token&quot;</span></span>, <span name="posCol">posCol: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;pos&quot;</span></span>, <span name="conllLabelIndex">conllLabelIndex: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">3</span></span>, <span name="conllPosIndex">conllPosIndex: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">1</span></span>, <span name="conllTextCol">conllTextCol: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;text&quot;</span></span>, <span name="labelCol">labelCol: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;label&quot;</span></span>, <span name="explodeSentences">explodeSentences: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.package@CoNLLextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLL2003NerReader" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="CoNLL2003NerReaderextendsAnyRef"></a>
+      <a id="CoNLL2003NerReader:CoNLL2003NerReader"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a href="CoNLL2003NerReader.html"><span class="name">CoNLL2003NerReader</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.package@CoNLL2003NerReaderextendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Helper class for to work with CoNLL 2003 dataset for NER task
+Class is made for easy use from Java
+</p>
+    </li><li name="com.johnsnowlabs.nlp.training.CoNLLDocument" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="CoNLLDocumentextendsProductwithSerializable"></a>
+      <a id="CoNLLDocument:CoNLLDocument"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="CoNLLDocument.html"><span class="name">CoNLLDocument</span></a><span class="params">(<span name="text">text: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="nerTagged">nerTagged: <span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/common/Annotated$.html#NerTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.NerTaggedSentence">NerTaggedSentence</a>]</span>, <span name="posTagged">posTagged: <span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/common/Annotated$.html#PosTaggedSentence=com.johnsnowlabs.nlp.annotators.common.TaggedSentence" class="extmbr" name="com.johnsnowlabs.nlp.annotators.common.Annotated.PosTaggedSentence">PosTaggedSentence</a>]</span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.package@CoNLLDocumentextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.training.POS" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="POSextendsProductwithSerializable"></a>
+      <a id="POS:POS"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.training.package@POSextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/util/LruMap$KeyPriority.html b/docs/api/com/johnsnowlabs/nlp/util/LruMap$KeyPriority.html
new file mode 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/util/LruMap$KeyPriority.html
@@ -0,0 +1,493 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>KeyPriority - com.johnsnowlabs.nlp.util.LruMap.KeyPriority</title>
+          <meta name="description" content="KeyPriority - com.johnsnowlabs.nlp.util.LruMap.KeyPriority" />
+          <meta name="keywords" content="KeyPriority com.johnsnowlabs.nlp.util.LruMap.KeyPriority" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.util.LruMap$KeyPriority';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.util">util</a>.<a href="LruMap.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap">LruMap</a></p>
+        <h1>KeyPriority</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="LruMap.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap">package LruMap</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriority" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">KeyPriority</span><span class="params">(<span name="key">key: <span class="extype" name="com.johnsnowlabs.nlp.util.LruMap.TKey">TKey</span></span>, <span name="priority">priority: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
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+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+      
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+    </span>)</span>
+              
+        </dd></dl></div>
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+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority#key" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="key:TKey"></a>
+      <a id="key:TKey"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">key</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.util.LruMap.TKey">TKey</span></span>
+      </span>
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+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+    </li><li name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority#priority" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="priority:Int"></a>
+      <a id="priority:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">priority</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
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+      
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+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
+
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/util/LruMap$KeyPriorityOrdering$.html b/docs/api/com/johnsnowlabs/nlp/util/LruMap$KeyPriorityOrdering$.html
new file mode 100644
index 00000000000000..f81e2fbbc80057
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/util/LruMap$KeyPriorityOrdering$.html
@@ -0,0 +1,837 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>KeyPriorityOrdering - com.johnsnowlabs.nlp.util.LruMap.KeyPriorityOrdering</title>
+          <meta name="description" content="KeyPriorityOrdering - com.johnsnowlabs.nlp.util.LruMap.KeyPriorityOrdering" />
+          <meta name="keywords" content="KeyPriorityOrdering com.johnsnowlabs.nlp.util.LruMap.KeyPriorityOrdering" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
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+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.util">util</a>.<a href="LruMap.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap">LruMap</a></p>
+        <h1>KeyPriorityOrdering</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="LruMap.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap">package LruMap</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">KeyPriorityOrdering</span><span class="result"> extends <span class="extype" name="scala.Ordering">Ordering</span>[<a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a>]</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.math.Ordering">Ordering</span>[<a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a>], <span class="extype" name="scala.math.PartialOrdering">PartialOrdering</span>[<a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a>], <span class="extype" name="scala.math.Equiv">Equiv</span>[<a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a>], <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="java.util.Comparator">Comparator</span>[<a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriorityOrdering"><span>KeyPriorityOrdering</span></li><li class="in" name="scala.math.Ordering"><span>Ordering</span></li><li class="in" name="scala.math.PartialOrdering"><span>PartialOrdering</span></li><li class="in" name="scala.math.Equiv"><span>Equiv</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="java.util.Comparator"><span>Comparator</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="scala.math.Ordering.Ops" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="OpsextendsAnyRef"></a>
+      <a id="Ops:Ops"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Ops</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@OpsextendsAnyRef" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Ordering</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@##():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.util.LruMap.KeyPriorityOrdering#compare" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="compare(x:LruMap.this.KeyPriority,y:LruMap.this.KeyPriority):Int"></a>
+      <a id="compare(KeyPriority,KeyPriority):Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">compare</span><span class="params">(<span name="x">x: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a></span>, <span name="y">y: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a></span>)</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@compare(x:LruMap.this.KeyPriority,y:LruMap.this.KeyPriority):Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriorityOrdering">KeyPriorityOrdering</a> → Ordering → Comparator</dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.math.Ordering#equiv" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equiv(x:T,y:T):Boolean"></a>
+      <a id="equiv(KeyPriority,KeyPriority):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equiv</span><span class="params">(<span name="x">x: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a></span>, <span name="y">y: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@equiv(x:T,y:T):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Ordering → PartialOrdering → Equiv</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.math.Ordering#gt" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="gt(x:T,y:T):Boolean"></a>
+      <a id="gt(KeyPriority,KeyPriority):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">gt</span><span class="params">(<span name="x">x: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a></span>, <span name="y">y: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@gt(x:T,y:T):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Ordering → PartialOrdering</dd></dl></div>
+    </li><li name="scala.math.Ordering#gteq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="gteq(x:T,y:T):Boolean"></a>
+      <a id="gteq(KeyPriority,KeyPriority):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">gteq</span><span class="params">(<span name="x">x: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a></span>, <span name="y">y: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@gteq(x:T,y:T):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Ordering → PartialOrdering</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.math.Ordering#lt" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="lt(x:T,y:T):Boolean"></a>
+      <a id="lt(KeyPriority,KeyPriority):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">lt</span><span class="params">(<span name="x">x: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a></span>, <span name="y">y: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@lt(x:T,y:T):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Ordering → PartialOrdering</dd></dl></div>
+    </li><li name="scala.math.Ordering#lteq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="lteq(x:T,y:T):Boolean"></a>
+      <a id="lteq(KeyPriority,KeyPriority):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">lteq</span><span class="params">(<span name="x">x: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a></span>, <span name="y">y: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@lteq(x:T,y:T):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Ordering → PartialOrdering</dd></dl></div>
+    </li><li name="scala.math.Ordering#max" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="max(x:&lt;?&gt;,y:&lt;?&gt;):T"></a>
+      <a id="max(KeyPriority,KeyPriority):KeyPriority"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">max</span><span class="params">(<span name="x">x: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a></span>, <span name="y">y: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a></span>)</span><span class="result">: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@max(x:T,y:T):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Ordering</dd></dl></div>
+    </li><li name="scala.math.Ordering#min" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="min(x:&lt;?&gt;,y:&lt;?&gt;):T"></a>
+      <a id="min(KeyPriority,KeyPriority):KeyPriority"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">min</span><span class="params">(<span name="x">x: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a></span>, <span name="y">y: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a></span>)</span><span class="result">: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@min(x:T,y:T):T" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Ordering</dd></dl></div>
+    </li><li name="scala.math.Ordering#mkOrderingOps" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="mkOrderingOps(lhs:T):Ordering.this.Ops"></a>
+      <a id="mkOrderingOps(KeyPriority):Ops"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">mkOrderingOps</span><span class="params">(<span name="lhs">lhs: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a></span>)</span><span class="result">: <a href="#OpsextendsAnyRef" class="extmbr" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriorityOrdering.Ops">Ops</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@mkOrderingOps(lhs:T):Ordering.this.Ops" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Ordering</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.math.Ordering#on" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="on[U&lt;:&lt;?&gt;](f:&lt;?&gt;):scala.math.Ordering[U]"></a>
+      <a id="on[U]((U)⇒KeyPriority):Ordering[U]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">on</span><span class="tparams">[<span name="U">U</span>]</span><span class="params">(<span name="f">f: (<span class="extype" name="scala.math.Ordering.on.U">U</span>) ⇒ <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a></span>)</span><span class="result">: <span class="extype" name="scala.math.Ordering">Ordering</span>[<span class="extype" name="scala.math.Ordering.on.U">U</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@on[U](f:U=&gt;T):scala.math.Ordering[U]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Ordering</dd></dl></div>
+    </li><li name="scala.math.Ordering#reverse" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="reverse:scala.math.Ordering[T]"></a>
+      <a id="reverse:Ordering[KeyPriority]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">reverse</span><span class="result">: <span class="extype" name="scala.math.Ordering">Ordering</span>[<a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@reverse:scala.math.Ordering[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Ordering → PartialOrdering</dd></dl></div>
+    </li><li name="java.util.Comparator#reversed" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="reversed():java.util.Comparator[T]"></a>
+      <a id="reversed():Comparator[KeyPriority]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">reversed</span><span class="params">()</span><span class="result">: <span class="extype" name="java.util.Comparator">Comparator</span>[<a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@reversed():java.util.Comparator[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Comparator</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="java.util.Comparator#thenComparing" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="thenComparing[U&lt;:Comparable[_&gt;:U]](x$1:java.util.function.Function[_&gt;:T,_&lt;:U]):java.util.Comparator[T]"></a>
+      <a id="thenComparing[U&lt;:Comparable[_&gt;:U]](Function[_&gt;:KeyPriority,_&lt;:U]):Comparator[KeyPriority]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">thenComparing</span><span class="tparams">[<span name="U">U &lt;: <span class="extype" name="java.lang.Comparable">Comparable</span>[_ &gt;: <span class="extype" name="java.util.Comparator.thenComparing.U">U</span>]</span>]</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="java.util.function.Function">Function</span>[_ &gt;: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a>, _ &lt;: <span class="extype" name="java.util.Comparator.thenComparing.U">U</span>]</span>)</span><span class="result">: <span class="extype" name="java.util.Comparator">Comparator</span>[<a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@thenComparing[U&lt;:Comparable[_&gt;:U]](x$1:java.util.function.Function[_&gt;:T,_&lt;:U]):java.util.Comparator[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Comparator</dd></dl></div>
+    </li><li name="java.util.Comparator#thenComparing" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="thenComparing[U](x$1:java.util.function.Function[_&gt;:T,_&lt;:U],x$2:java.util.Comparator[_&gt;:U]):java.util.Comparator[T]"></a>
+      <a id="thenComparing[U](Function[_&gt;:KeyPriority,_&lt;:U],Comparator[_&gt;:U]):Comparator[KeyPriority]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">thenComparing</span><span class="tparams">[<span name="U">U</span>]</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="java.util.function.Function">Function</span>[_ &gt;: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a>, _ &lt;: <span class="extype" name="java.util.Comparator.thenComparing.U">U</span>]</span>, <span name="arg1">arg1: <span class="extype" name="java.util.Comparator">Comparator</span>[_ &gt;: <span class="extype" name="java.util.Comparator.thenComparing.U">U</span>]</span>)</span><span class="result">: <span class="extype" name="java.util.Comparator">Comparator</span>[<a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@thenComparing[U](x$1:java.util.function.Function[_&gt;:T,_&lt;:U],x$2:java.util.Comparator[_&gt;:U]):java.util.Comparator[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Comparator</dd></dl></div>
+    </li><li name="java.util.Comparator#thenComparing" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="thenComparing(x$1:java.util.Comparator[_&gt;:T]):java.util.Comparator[T]"></a>
+      <a id="thenComparing(Comparator[_&gt;:KeyPriority]):Comparator[KeyPriority]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">thenComparing</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="java.util.Comparator">Comparator</span>[_ &gt;: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a>]</span>)</span><span class="result">: <span class="extype" name="java.util.Comparator">Comparator</span>[<a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@thenComparing(x$1:java.util.Comparator[_&gt;:T]):java.util.Comparator[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Comparator</dd></dl></div>
+    </li><li name="java.util.Comparator#thenComparingDouble" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="thenComparingDouble(x$1:java.util.function.ToDoubleFunction[_&gt;:T]):java.util.Comparator[T]"></a>
+      <a id="thenComparingDouble(ToDoubleFunction[_&gt;:KeyPriority]):Comparator[KeyPriority]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">thenComparingDouble</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="java.util.function.ToDoubleFunction">ToDoubleFunction</span>[_ &gt;: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a>]</span>)</span><span class="result">: <span class="extype" name="java.util.Comparator">Comparator</span>[<a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@thenComparingDouble(x$1:java.util.function.ToDoubleFunction[_&gt;:T]):java.util.Comparator[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Comparator</dd></dl></div>
+    </li><li name="java.util.Comparator#thenComparingInt" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="thenComparingInt(x$1:java.util.function.ToIntFunction[_&gt;:T]):java.util.Comparator[T]"></a>
+      <a id="thenComparingInt(ToIntFunction[_&gt;:KeyPriority]):Comparator[KeyPriority]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">thenComparingInt</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="java.util.function.ToIntFunction">ToIntFunction</span>[_ &gt;: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a>]</span>)</span><span class="result">: <span class="extype" name="java.util.Comparator">Comparator</span>[<a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@thenComparingInt(x$1:java.util.function.ToIntFunction[_&gt;:T]):java.util.Comparator[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Comparator</dd></dl></div>
+    </li><li name="java.util.Comparator#thenComparingLong" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="thenComparingLong(x$1:java.util.function.ToLongFunction[_&gt;:T]):java.util.Comparator[T]"></a>
+      <a id="thenComparingLong(ToLongFunction[_&gt;:KeyPriority]):Comparator[KeyPriority]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">thenComparingLong</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="java.util.function.ToLongFunction">ToLongFunction</span>[_ &gt;: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a>]</span>)</span><span class="result">: <span class="extype" name="java.util.Comparator">Comparator</span>[<a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@thenComparingLong(x$1:java.util.function.ToLongFunction[_&gt;:T]):java.util.Comparator[T]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Comparator</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.math.Ordering#tryCompare" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="tryCompare(x:T,y:T):Some[Int]"></a>
+      <a id="tryCompare(KeyPriority,KeyPriority):Some[Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tryCompare</span><span class="params">(<span name="x">x: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a></span>, <span name="y">y: <a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a></span>)</span><span class="result">: <span class="extype" name="scala.Some">Some</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@tryCompare(x:T,y:T):Some[Int]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Ordering → PartialOrdering</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap$KeyPriorityOrdering$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.math.Ordering">
+              <h3>Inherited from <span class="extype" name="scala.math.Ordering">Ordering</span>[<a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a>]</h3>
+            </div><div class="parent" name="scala.math.PartialOrdering">
+              <h3>Inherited from <span class="extype" name="scala.math.PartialOrdering">PartialOrdering</span>[<a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a>]</h3>
+            </div><div class="parent" name="scala.math.Equiv">
+              <h3>Inherited from <span class="extype" name="scala.math.Equiv">Equiv</span>[<a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a>]</h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.util.Comparator">
+              <h3>Inherited from <span class="extype" name="java.util.Comparator">Comparator</span>[<a href="LruMap$KeyPriority.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority">KeyPriority</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+
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+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/util/LruMap.html b/docs/api/com/johnsnowlabs/nlp/util/LruMap.html
new file mode 100644
index 00000000000000..5dc2a11dcf1ba8
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/util/LruMap.html
@@ -0,0 +1,607 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>LruMap - com.johnsnowlabs.nlp.util.LruMap</title>
+          <meta name="description" content="LruMap - com.johnsnowlabs.nlp.util.LruMap" />
+          <meta name="keywords" content="LruMap com.johnsnowlabs.nlp.util.LruMap" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.js" id="jquery-js"></script>
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+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../index.html';
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+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Class" src="../../../../lib/class_big.png" />
+        <p id="owner"><a href="../../../package.html" class="extype" name="com">com</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.util">util</a></p>
+        <h1>LruMap</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.util">package util</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">LruMap</span><span class="tparams">[<span name="TKey">TKey</span>, <span name="TValue">TValue</span>]</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.util.LruMap"><span>LruMap</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
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+              <li class="showall in"><span>Show All</span></li>
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+          </div>
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+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.util.LruMap#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(maxCacheSize:Int):com.johnsnowlabs.nlp.util.LruMap[TKey,TValue]"></a>
+      <a id="&lt;init&gt;:LruMap[TKey,TValue]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">LruMap</span><span class="params">(<span name="maxCacheSize">maxCacheSize: <span class="extype" name="scala.Int">Int</span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap@&lt;init&gt;(maxCacheSize:Int):com.johnsnowlabs.nlp.util.LruMap[TKey,TValue]" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.util.LruMap.KeyPriority" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="KeyPriorityextendsProductwithSerializable"></a>
+      <a id="KeyPriority:KeyPriority"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="LruMap$KeyPriority.html"><span class="name">KeyPriority</span></a><span class="params">(<span name="key">key: <span class="extype" name="com.johnsnowlabs.nlp.util.LruMap.TKey">TKey</span></span>, <span name="priority">priority: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap@KeyPriorityextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap@##():Int" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
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+      </span>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      <h4 class="signature">
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+      <a id="clone():Object"></a>
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.util.LruMap#counter" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="counter:Int"></a>
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+        <span class="kind">var</span>
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+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
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+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+              
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+        <span class="kind">def</span>
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+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+      <a id="getOrElseUpdate(TKey,⇒TValue):TValue"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrElseUpdate</span><span class="params">(<span name="key">key: <span class="extype" name="com.johnsnowlabs.nlp.util.LruMap.TKey">TKey</span></span>, <span name="valueCreator">valueCreator: ⇒ <span class="extype" name="com.johnsnowlabs.nlp.util.LruMap.TValue">TValue</span></span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.util.LruMap.TValue">TValue</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      
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+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="com.johnsnowlabs.nlp.util.LruMap#lru" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="lru:scala.collection.mutable.PriorityQueue[LruMap.this.KeyPriority]"></a>
+      <a id="lru:PriorityQueue[KeyPriority]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
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+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.LruMap@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/util/SparkNlpConfigKeys$.html b/docs/api/com/johnsnowlabs/nlp/util/SparkNlpConfigKeys$.html
new file mode 100644
index 00000000000000..b6f8072964f23d
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/util/SparkNlpConfigKeys$.html
@@ -0,0 +1,500 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SparkNlpConfigKeys - com.johnsnowlabs.nlp.util.SparkNlpConfigKeys</title>
+          <meta name="description" content="SparkNlpConfigKeys - com.johnsnowlabs.nlp.util.SparkNlpConfigKeys" />
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+        <h1>SparkNlpConfigKeys</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.util">package util</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.SparkNlpConfigKeys$" title="Permalink" target="_top">
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+
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
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+        <span class="name">SparkNlpConfigKeys</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Additional configure options that used by spark.nlp
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+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.util.SparkNlpConfigKeys#embeddingsFolder" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="embeddingsFolder:String"></a>
+      <a id="embeddingsFolder:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">embeddingsFolder</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
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+        <img src="../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Folder to store word embeddings</p>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <a href="../../../../index.html#com.johnsnowlabs.nlp.util.SparkNlpConfigKeys$@finalize():Unit" title="Permalink" target="_top">
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+      
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
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+        <span class="modifier">final </span>
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+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
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+      <a id="notifyAll():Unit"></a>
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+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
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+      <a id="notify():Unit"></a>
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
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+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ExternalResource$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ExternalResource$@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ExternalResource$@wait():Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
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+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
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+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
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+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
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+        
+        </div>
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+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/util/io/ExternalResource.html b/docs/api/com/johnsnowlabs/nlp/util/io/ExternalResource.html
new file mode 100644
index 00000000000000..f69aecb7aff096
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/util/io/ExternalResource.html
@@ -0,0 +1,532 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ExternalResource - com.johnsnowlabs.nlp.util.io.ExternalResource</title>
+          <meta name="description" content="ExternalResource - com.johnsnowlabs.nlp.util.io.ExternalResource" />
+          <meta name="keywords" content="ExternalResource com.johnsnowlabs.nlp.util.io.ExternalResource" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../../../index.html';
+            var hash = 'com.johnsnowlabs.nlp.util.io.ExternalResource';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="ExternalResource$.html" title="See companion object"><img alt="Class/Object" src="../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.util">util</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.util.io">io</a></p>
+        <h1><a href="ExternalResource$.html" title="See companion object">ExternalResource</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="ExternalResource$.html" title="See companion object">object ExternalResource</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.util.io">package io</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ExternalResource" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ExternalResource</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="readAs">readAs: <a href="ReadAs$.html#Format=com.johnsnowlabs.nlp.util.io.ReadAs.Value" class="extmbr" name="com.johnsnowlabs.nlp.util.io.ReadAs.Format">Format</a></span>, <span name="options">options: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result"> extends <a href="../../annotators/param/WritableAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent">WritableAnnotatorComponent</a> with <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>This represents an external source which contains information into
+how an external resource shall be read by Spark-NLP's Resource Helper</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <a href="../../annotators/param/WritableAnnotatorComponent.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent">WritableAnnotatorComponent</a>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+              <ol>
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+                <li class="inherit out"><span>By Inheritance</span></li>
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+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
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+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
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+      <a id="&lt;init&gt;:ExternalResource"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
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+      
+    </li></ol>
+            </div>
+
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+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+        <h1>ReadAs</h1><h3><span class="morelinks"><div>Related Doc:
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+    </span>)</span>
+              
+        </dd></dl></div>
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+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+              
+        </dd></dl></div>
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+        <span class="kind">def</span>
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
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+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.Enumeration#maxId" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="maxId:Int"></a>
+      <a id="maxId:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.Enumeration#nextId" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="nextId:Int"></a>
+      <a id="nextId:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
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+      <span class="symbol">
+        <span class="name">nextId</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ReadAs$@nextId:Int" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.Enumeration#nextName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="nextName:Iterator[String]"></a>
+      <a id="nextName:Iterator[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
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+      <span class="symbol">
+        <span class="name">nextName</span><span class="result">: <span class="extype" name="scala.Iterator">Iterator</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ReadAs$@nextName:Iterator[String]" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ReadAs$@notify():Unit" title="Permalink" target="_top">
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.Enumeration#readResolve" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readResolve():AnyRef"></a>
+      <a id="readResolve():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readResolve</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ReadAs$@readResolve():AnyRef" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.util.io.ReadAs#str2frmt" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="str2frmt(v:String):com.johnsnowlabs.nlp.util.io.ReadAs.Format"></a>
+      <a id="str2frmt(String):Format"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ReadAs$@str2frmt(v:String):com.johnsnowlabs.nlp.util.io.ReadAs.Format" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ReadAs$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.Enumeration#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ReadAs$@toString():String" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration → AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Enumeration#values" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="values:Enumeration.this.ValueSet"></a>
+      <a id="values:ValueSet"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">values</span><span class="result">: <a href="#ValueSetextendsAbstractSet[Enumeration.this.Value]withSortedSet[Enumeration.this.Value]withSortedSetLike[Enumeration.this.Value,Enumeration.this.ValueSet]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.util.io.ReadAs.ValueSet">ValueSet</a></span>
+      </span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ReadAs$@values:Enumeration.this.ValueSet" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ReadAs$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Enumeration#withName" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="withName(s:String):Enumeration.this.Value"></a>
+      <a id="withName(String):Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">withName</span><span class="params">(<span name="s">s: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.util.io.ReadAs.Value">Value</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ReadAs$@withName(s:String):Enumeration.this.Value" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Enumeration">
+              <h3>Inherited from <span class="extype" name="scala.Enumeration">Enumeration</span></h3>
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+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
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diff --git a/docs/api/com/johnsnowlabs/nlp/util/io/ResourceHelper$$SourceStream.html b/docs/api/com/johnsnowlabs/nlp/util/io/ResourceHelper$$SourceStream.html
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@@ -0,0 +1,595 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>SourceStream - com.johnsnowlabs.nlp.util.io.ResourceHelper.SourceStream</title>
+          <meta name="description" content="SourceStream - com.johnsnowlabs.nlp.util.io.ResourceHelper.SourceStream" />
+          <meta name="keywords" content="SourceStream com.johnsnowlabs.nlp.util.io.ResourceHelper.SourceStream" />
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+      <div id="definition">
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+        <h1>SourceStream</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="ResourceHelper$.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ResourceHelper">package ResourceHelper</a>
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+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SourceStream</span><span class="params">(<span name="resource">resource: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Structure for a SourceStream coming from compiled content</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+              <h3>Value Members</h3>
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+      </h4><span class="permalink">
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+    </li><li name="com.johnsnowlabs.nlp.util.io.ResourceHelper.SourceStream#copyToLocal" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="copyToLocal(String):String"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="kind">def</span>
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+              
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+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
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+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/util/io/ResourceHelper$.html b/docs/api/com/johnsnowlabs/nlp/util/io/ResourceHelper$.html
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--- /dev/null
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@@ -0,0 +1,780 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ResourceHelper - com.johnsnowlabs.nlp.util.io.ResourceHelper</title>
+          <meta name="description" content="ResourceHelper - com.johnsnowlabs.nlp.util.io.ResourceHelper" />
+          <meta name="keywords" content="ResourceHelper com.johnsnowlabs.nlp.util.io.ResourceHelper" />
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+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../../../lib/object_big.png" />
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.util">util</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.util.io">io</a></p>
+        <h1>ResourceHelper</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.util.io">package io</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ResourceHelper$" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ResourceHelper</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Helper one-place for IO management. Streams, source and external input should be handled from here
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.util.io.ResourceHelper.SourceStream" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="SourceStreamextendsProductwithSerializable"></a>
+      <a id="SourceStream:SourceStream"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="ResourceHelper$$SourceStream.html"><span class="name">SourceStream</span></a><span class="params">(<span name="resource">resource: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
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+    </span>
+      <p class="shortcomment cmt">Structure for a SourceStream coming from compiled content</p>
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+
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+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
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+        <span class="modifier">final </span>
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+      <span class="symbol">
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+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ResourceHelper$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.util.io.ResourceHelper#copyToLocal" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="copyToLocal(path:String):String"></a>
+      <a id="copyToLocal(String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyToLocal</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ResourceHelper$@copyToLocal(path:String):String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ResourceHelper$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ResourceHelper$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ResourceHelper$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.util.io.ResourceHelper#flattenRevertValuesAsKeys" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="flattenRevertValuesAsKeys(er:com.johnsnowlabs.nlp.util.io.ExternalResource):Map[String,String]"></a>
+      <a id="flattenRevertValuesAsKeys(ExternalResource):Map[String,String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">flattenRevertValuesAsKeys</span><span class="params">(<span name="er">er: <a href="ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a></span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ResourceHelper$@flattenRevertValuesAsKeys(er:com.johnsnowlabs.nlp.util.io.ExternalResource):Map[String,String]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">For multiple values per keys, this optimizer flattens all values for keys to have constant access
+</p>
+    </li><li name="com.johnsnowlabs.nlp.util.io.ResourceHelper#getActiveSparkSession" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getActiveSparkSession:org.apache.spark.sql.SparkSession"></a>
+      <a id="getActiveSparkSession:SparkSession"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getActiveSparkSession</span><span class="result">: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ResourceHelper$@getActiveSparkSession:org.apache.spark.sql.SparkSession" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ResourceHelper$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.util.io.ResourceHelper#getFilesContentBuffer" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getFilesContentBuffer(externalResource:com.johnsnowlabs.nlp.util.io.ExternalResource):Seq[Iterator[String]]"></a>
+      <a id="getFilesContentBuffer(ExternalResource):Seq[Iterator[String]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getFilesContentBuffer</span><span class="params">(<span name="externalResource">externalResource: <a href="ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a></span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Iterator">Iterator</span>[<span class="extype" name="scala.Predef.String">String</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ResourceHelper$@getFilesContentBuffer(externalResource:com.johnsnowlabs.nlp.util.io.ExternalResource):Seq[Iterator[String]]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.util.io.ResourceHelper#getResourceFile" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getResourceFile(path:String):java.net.URL"></a>
+      <a id="getResourceFile(String):URL"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getResourceFile</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="java.net.URL">URL</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ResourceHelper$@getResourceFile(path:String):java.net.URL" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.util.io.ResourceHelper#getResourceStream" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getResourceStream(path:String):java.io.InputStream"></a>
+      <a id="getResourceStream(String):InputStream"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getResourceStream</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="java.io.InputStream">InputStream</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ResourceHelper$@getResourceStream(path:String):java.io.InputStream" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">NOT thread safe.</p><div class="fullcomment"><div class="comment cmt"><p>NOT thread safe. Do not call from executors.</p></div></div>
+    </li><li name="com.johnsnowlabs.nlp.util.io.ResourceHelper#getWordCount" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getWordCount(externalResource:com.johnsnowlabs.nlp.util.io.ExternalResource,wordCount:scala.collection.mutable.Map[String,Long],pipeline:Option[org.apache.spark.ml.PipelineModel]):scala.collection.mutable.Map[String,Long]"></a>
+      <a id="getWordCount(ExternalResource,Map[String,Long],Option[PipelineModel]):Map[String,Long]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getWordCount</span><span class="params">(<span name="externalResource">externalResource: <a href="ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a></span>, <span name="wordCount">wordCount: <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>] = <span class="defval" name="MMap.empty[String, Long].withDefaultValue(0)">...</span></span>, <span name="pipeline">pipeline: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ResourceHelper$@getWordCount(externalResource:com.johnsnowlabs.nlp.util.io.ExternalResource,wordCount:scala.collection.mutable.Map[String,Long],pipeline:Option[org.apache.spark.ml.PipelineModel]):scala.collection.mutable.Map[String,Long]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ResourceHelper$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ResourceHelper$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.util.io.ResourceHelper#listLocalFiles" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="listLocalFiles(path:String):List[java.io.File]"></a>
+      <a id="listLocalFiles(String):List[File]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">listLocalFiles</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.List">List</span>[<span class="extype" name="java.io.File">File</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ResourceHelper$@listLocalFiles(path:String):List[java.io.File]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.util.io.ResourceHelper#listResourceDirectory" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="listResourceDirectory(path:String):Seq[String]"></a>
+      <a id="listResourceDirectory(String):Seq[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">listResourceDirectory</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ResourceHelper$@listResourceDirectory(path:String):Seq[String]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ResourceHelper$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ResourceHelper$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ResourceHelper$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.util.io.ResourceHelper#parseKeyValueText" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="parseKeyValueText(er:com.johnsnowlabs.nlp.util.io.ExternalResource):Map[String,String]"></a>
+      <a id="parseKeyValueText(ExternalResource):Map[String,String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parseKeyValueText</span><span class="params">(<span name="er">er: <a href="ExternalResource.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a></span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.ResourceHelper$@parseKeyValueText(er:com.johnsnowlabs.nlp.util.io.ExternalResource):Map[String,String]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">General purpose key value parser from source
+Currently read only text files</p>
+    </li><li name="com.johnsnowlabs.nlp.util.io.ResourceHelper#parseLines" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="parseLines(er:com.johnsnowlabs.nlp.util.io.ExternalResource):Array[String]"></a>
+      <a id="parseLines(ExternalResource):Array[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      <p class="shortcomment cmt">General purpose tuple parser from source
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+                <span class="name">@throws</span><span class="args">(<span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.io.package@ResourceHelper" title="Permalink" target="_top">
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+      <p class="shortcomment cmt">Helper one-place for IO management.</p><div class="fullcomment"><div class="comment cmt"><p>Helper one-place for IO management. Streams, source and external input should be handled from here
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--- /dev/null
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@@ -0,0 +1,821 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>MatchStrategy - com.johnsnowlabs.nlp.util.regex.MatchStrategy</title>
+          <meta name="description" content="MatchStrategy - com.johnsnowlabs.nlp.util.regex.MatchStrategy" />
+          <meta name="keywords" content="MatchStrategy com.johnsnowlabs.nlp.util.regex.MatchStrategy" />
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+        <h1>MatchStrategy</h1><h3><span class="morelinks"><div>Related Doc:
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+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Allowed strategies for <a href="RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a> applications regarding matching
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+        <span class="kind">def</span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <a id="clone():Object"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
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+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      <h4 class="signature">
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+        <span class="kind">def</span>
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+    </li><li name="scala.Enumeration#maxId" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="maxId:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+    </li><li name="scala.Enumeration#nextId" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="nextId:Int"></a>
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="notify():Unit"></a>
+      <h4 class="signature">
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diff --git a/docs/api/com/johnsnowlabs/nlp/util/regex/RegexRule.html b/docs/api/com/johnsnowlabs/nlp/util/regex/RegexRule.html
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+<!DOCTYPE html >
+<html>
+        <head>
+          <title>RegexRule - com.johnsnowlabs.nlp.util.regex.RegexRule</title>
+          <meta name="description" content="RegexRule - com.johnsnowlabs.nlp.util.regex.RegexRule" />
+          <meta name="keywords" content="RegexRule com.johnsnowlabs.nlp.util.regex.RegexRule" />
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+        <h1>RegexRule</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.util.regex">package regex</a>
+          </div></span></h3><span class="permalink">
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+      </span>
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+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>General structure for an identified regular expression</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.util.regex.RegexRule"><span>RegexRule</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.util.regex.RegexRule#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(rx:String,identifier:String):com.johnsnowlabs.nlp.util.regex.RegexRule"></a>
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+      <a id="&lt;init&gt;(rx:scala.util.matching.Regex,identifier:String):com.johnsnowlabs.nlp.util.regex.RegexRule"></a>
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+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">rx</dt><dd class="cmt"><p>a java.matching.Regex object</p></dd><dt class="param">identifier</dt><dd class="cmt"><p>some description that might help link the regex to its meaning</p></dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.util.regex.RegexRule#identifier" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="identifier:String"></a>
+      <a id="identifier:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">identifier</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+      <p class="shortcomment cmt">some description that might help link the regex to its meaning</p>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="regex:Regex"></a>
+      <h4 class="signature">
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+      <a id="rule:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
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+      </span>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+        <span class="name">lateMatching</span><span class="params">(<span name="transformStrategy">transformStrategy: <a href="TransformStrategy$.html#TransformStrategy=com.johnsnowlabs.nlp.util.regex.TransformStrategy.Value" class="extmbr" name="com.johnsnowlabs.nlp.util.regex.TransformStrategy.TransformStrategy">TransformStrategy</a></span>)</span><span class="params">(<span name="matchStrategy">matchStrategy: <a href="MatchStrategy$.html#MatchStrategy=com.johnsnowlabs.nlp.util.regex.MatchStrategy.Value" class="extmbr" name="com.johnsnowlabs.nlp.util.regex.MatchStrategy.MatchStrategy">MatchStrategy</a></span>)</span><span class="result">: <a href="RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a></span>
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+      <span class="symbol">
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+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+              
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diff --git a/docs/api/com/johnsnowlabs/nlp/util/regex/RuleFactory$RuleMatch.html b/docs/api/com/johnsnowlabs/nlp/util/regex/RuleFactory$RuleMatch.html
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@@ -0,0 +1,493 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>RuleMatch - com.johnsnowlabs.nlp.util.regex.RuleFactory.RuleMatch</title>
+          <meta name="description" content="RuleMatch - com.johnsnowlabs.nlp.util.regex.RuleFactory.RuleMatch" />
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+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.util">util</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.util.regex">regex</a>.<a href="RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a></p>
+        <h1>RuleMatch</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">package RuleFactory</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory$RuleMatch" title="Permalink" target="_top">
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+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RuleMatch</span><span class="params">(<span name="content">content: <span class="extype" name="scala.util.matching.Regex.Match">Match</span></span>, <span name="identifier">identifier: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Internal representation of a regex match</p></div><dl class="paramcmts block"><dt class="param">content</dt><dd class="cmt"><p>the matching component, which holds <span class="extype" name="Regex.Match">Regex.Match</span> information, plus its user identification</p></dd><dt class="param">identifier</dt><dd class="cmt"><p>user provided identification of a rule</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+              <ol><li name="com.johnsnowlabs.nlp.util.regex.RuleFactory.RuleMatch#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;(content:scala.util.matching.Regex.Match,identifier:String):RuleFactory.this.RuleMatch"></a>
+      <a id="&lt;init&gt;:RuleMatch"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RuleMatch</span><span class="params">(<span name="content">content: <span class="extype" name="scala.util.matching.Regex.Match">Match</span></span>, <span name="identifier">identifier: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
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+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory$RuleMatch@&lt;init&gt;(content:scala.util.matching.Regex.Match,identifier:String):RuleFactory.this.RuleMatch" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">content</dt><dd class="cmt"><p>the matching component, which holds <span class="extype" name="Regex.Match">Regex.Match</span> information, plus its user identification</p></dd><dt class="param">identifier</dt><dd class="cmt"><p>user provided identification of a rule</p></dd></dl></div>
+    </li></ol>
+            </div>
+
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+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.util.regex.RuleFactory.RuleMatch#content" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="content:scala.util.matching.Regex.Match"></a>
+      <a id="content:Match"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">content</span><span class="result">: <span class="extype" name="scala.util.matching.Regex.Match">Match</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory$RuleMatch@content:scala.util.matching.Regex.Match" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">the matching component, which holds <span class="extype" name="Regex.Match">Regex.Match</span> information, plus its user identification</p>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory$RuleMatch@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+              
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+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+    </li><li name="com.johnsnowlabs.nlp.util.regex.RuleFactory.RuleMatch#identifier" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="identifier:String"></a>
+      <a id="identifier:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">identifier</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">user provided identification of a rule</p>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+        <span class="kind">def</span>
+      </span>
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+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+              
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
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+      <h4 class="signature">
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+        <span class="modifier">final </span>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+              
+        </dd></dl></div>
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+
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+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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+        <div class="group" name="Ungrouped">
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diff --git a/docs/api/com/johnsnowlabs/nlp/util/regex/RuleFactory.html b/docs/api/com/johnsnowlabs/nlp/util/regex/RuleFactory.html
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+++ b/docs/api/com/johnsnowlabs/nlp/util/regex/RuleFactory.html
@@ -0,0 +1,887 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>RuleFactory - com.johnsnowlabs.nlp.util.regex.RuleFactory</title>
+          <meta name="description" content="RuleFactory - com.johnsnowlabs.nlp.util.regex.RuleFactory" />
+          <meta name="keywords" content="RuleFactory com.johnsnowlabs.nlp.util.regex.RuleFactory" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../../lib/jquery.js" id="jquery-js"></script>
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+            var url = '../../../../../index.html';
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+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
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+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <a href="RuleFactory$.html" title="See companion object"><img alt="Class/Object" src="../../../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.util">util</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.util.regex">regex</a></p>
+        <h1><a href="RuleFactory$.html" title="See companion object">RuleFactory</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="RuleFactory$.html" title="See companion object">object RuleFactory</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.util.regex">package regex</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RuleFactory</span><span class="result"> extends <a href="../../annotators/sbd/pragmatic/RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Regular Expressions rule manager. Applies rules based on Matching and Replacement strategies</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="../../annotators/sbd/pragmatic/RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.util.regex.RuleFactory"><span>RuleFactory</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols"><span>RuleSymbols</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
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+          </div>
+      </div>
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+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.util.regex.RuleFactory#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;(matchStrategy:com.johnsnowlabs.nlp.util.regex.MatchStrategy.MatchStrategy,transformStrategy:com.johnsnowlabs.nlp.util.regex.TransformStrategy.TransformStrategy):com.johnsnowlabs.nlp.util.regex.RuleFactory"></a>
+      <a id="&lt;init&gt;:RuleFactory"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">RuleFactory</span><span class="params">(<span name="matchStrategy">matchStrategy: <a href="MatchStrategy$.html#MatchStrategy=com.johnsnowlabs.nlp.util.regex.MatchStrategy.Value" class="extmbr" name="com.johnsnowlabs.nlp.util.regex.MatchStrategy.MatchStrategy">MatchStrategy</a></span>, <span name="transformStrategy">transformStrategy: <a href="TransformStrategy$.html#TransformStrategy=com.johnsnowlabs.nlp.util.regex.TransformStrategy.Value" class="extmbr" name="com.johnsnowlabs.nlp.util.regex.TransformStrategy.TransformStrategy">TransformStrategy</a> = <span class="symbol"><span class="name"><a href="TransformStrategy$.html">TransformStrategy.NO_TRANSFORM</a></span></span></span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@&lt;init&gt;(matchStrategy:com.johnsnowlabs.nlp.util.regex.MatchStrategy.MatchStrategy,transformStrategy:com.johnsnowlabs.nlp.util.regex.TransformStrategy.TransformStrategy):com.johnsnowlabs.nlp.util.regex.RuleFactory" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">matchStrategy</dt><dd class="cmt"><p>How to decide on regex search</p></dd><dt class="param">transformStrategy</dt><dd class="cmt"><p>How to decide when replacing or transforming content with Regex</p></dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.util.regex.RuleFactory.RuleMatch" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="RuleMatchextendsProductwithSerializable"></a>
+      <a id="RuleMatch:RuleMatch"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <a href="RuleFactory$RuleMatch.html"><span class="name">RuleMatch</span></a><span class="params">(<span name="content">content: <span class="extype" name="scala.util.matching.Regex.Match">Match</span></span>, <span name="identifier">identifier: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@RuleMatchextendsProductwithSerializable" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Internal representation of a regex match</p><div class="fullcomment"><div class="comment cmt"><p>Internal representation of a regex match</p></div><dl class="paramcmts block"><dt class="param">content</dt><dd class="cmt"><p>the matching component, which holds <span class="extype" name="Regex.Match">Regex.Match</span> information, plus its user identification</p></dd><dt class="param">identifier</dt><dd class="cmt"><p>user provided identification of a rule</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@##():Int" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#BREAK_INDICATOR" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="BREAK_INDICATOR:String"></a>
+      <a id="BREAK_INDICATOR:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">BREAK_INDICATOR</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@BREAK_INDICATOR:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Separation symbols for list items and numbers
+
+</p><div class="fullcomment"><div class="comment cmt"><p>Separation symbols for list items and numbers
+
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../annotators/sbd/pragmatic/RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#COMMA" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="COMMA:String"></a>
+      <a id="COMMA:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">COMMA</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@COMMA:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">looks up ,
+</p><div class="fullcomment"><div class="comment cmt"><p>looks up ,
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../annotators/sbd/pragmatic/RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#DOT" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="DOT:String"></a>
+      <a id="DOT:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DOT</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@DOT:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">looks up .</p><div class="fullcomment"><div class="comment cmt"><p>looks up .
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../annotators/sbd/pragmatic/RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#EXCLAMATION" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="EXCLAMATION:String"></a>
+      <a id="EXCLAMATION:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">EXCLAMATION</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@EXCLAMATION:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">looks up !
+</p><div class="fullcomment"><div class="comment cmt"><p>looks up !
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../annotators/sbd/pragmatic/RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#PROTECTION_MARKER_CLOSE" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="PROTECTION_MARKER_CLOSE:String"></a>
+      <a id="PROTECTION_MARKER_CLOSE:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PROTECTION_MARKER_CLOSE</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@PROTECTION_MARKER_CLOSE:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../annotators/sbd/pragmatic/RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#PROTECTION_MARKER_OPEN" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="PROTECTION_MARKER_OPEN:String"></a>
+      <a id="PROTECTION_MARKER_OPEN:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">PROTECTION_MARKER_OPEN</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@PROTECTION_MARKER_OPEN:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Between punctuations marker
+</p><div class="fullcomment"><div class="comment cmt"><p>Between punctuations marker
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../annotators/sbd/pragmatic/RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#QUESTION" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="QUESTION:String"></a>
+      <a id="QUESTION:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">QUESTION</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@QUESTION:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">looks up ?
+</p><div class="fullcomment"><div class="comment cmt"><p>looks up ?
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../annotators/sbd/pragmatic/RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#SEMICOLON" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="SEMICOLON:String"></a>
+      <a id="SEMICOLON:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">SEMICOLON</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@SEMICOLON:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">looks up ;
+</p><div class="fullcomment"><div class="comment cmt"><p>looks up ;
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../annotators/sbd/pragmatic/RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#UNPROTECTED_BREAK_INDICATOR" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="UNPROTECTED_BREAK_INDICATOR:String"></a>
+      <a id="UNPROTECTED_BREAK_INDICATOR:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">UNPROTECTED_BREAK_INDICATOR</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@UNPROTECTED_BREAK_INDICATOR:String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Magic regex ensures no breaking within protection
+</p><div class="fullcomment"><div class="comment cmt"><p>Magic regex ensures no breaking within protection
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../annotators/sbd/pragmatic/RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.util.regex.RuleFactory#addRule" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="addRule(rule:scala.util.matching.Regex,description:String):RuleFactory.this.type"></a>
+      <a id="addRule(Regex,String):RuleFactory.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addRule</span><span class="params">(<span name="rule">rule: <span class="extype" name="scala.util.matching.Regex">Regex</span></span>, <span name="description">description: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@addRule(rule:scala.util.matching.Regex,description:String):RuleFactory.this.type" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Adds a rule to this factory with native types</p>
+    </li><li name="com.johnsnowlabs.nlp.util.regex.RuleFactory#addRule" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="addRule(rule:com.johnsnowlabs.nlp.util.regex.RegexRule):RuleFactory.this.type"></a>
+      <a id="addRule(RegexRule):RuleFactory.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addRule</span><span class="params">(<span name="rule">rule: <a href="RegexRule.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RegexRule">RegexRule</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@addRule(rule:com.johnsnowlabs.nlp.util.regex.RegexRule):RuleFactory.this.type" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Adds a rule to this factory</p>
+    </li><li name="com.johnsnowlabs.nlp.util.regex.RuleFactory#addRules" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="addRules(newRules:Seq[com.johnsnowlabs.nlp.util.regex.RegexRule]):RuleFactory.this.type"></a>
+      <a id="addRules(Seq[RegexRule]):RuleFactory.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addRules</span><span class="params">(<span name="newRules">newRules: <span class="extype" name="scala.Seq">Seq</span>[<a href="RegexRule.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RegexRule">RegexRule</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@addRules(newRules:Seq[com.johnsnowlabs.nlp.util.regex.RegexRule]):RuleFactory.this.type" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">add multiple rules alltogether</p>
+    </li><li name="com.johnsnowlabs.nlp.util.regex.RuleFactory#addSymbolicRule" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addSymbolicRule(symbol:String,rule:com.johnsnowlabs.nlp.util.regex.RegexRule):RuleFactory.this.type"></a>
+      <a id="addSymbolicRule(String,RegexRule):RuleFactory.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addSymbolicRule</span><span class="params">(<span name="symbol">symbol: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="rule">rule: <a href="RegexRule.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RegexRule">RegexRule</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@addSymbolicRule(symbol:String,rule:com.johnsnowlabs.nlp.util.regex.RegexRule):RuleFactory.this.type" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Adds a rule and its associated symbol to apply some transformation using such symbol</p><div class="fullcomment"><div class="comment cmt"><p>Adds a rule and its associated symbol to apply some transformation using such symbol</p></div><dl class="paramcmts block"><dt class="param">symbol</dt><dd class="cmt"><p>symbol is a character to be used in a transformation application, where many rules can apply different transformations</p></dd><dt class="param">rule</dt><dd class="cmt"><p>rule to be used when replacing a match with a symbol</p></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.util.regex.RuleFactory#clearRules" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="clearRules():RuleFactory.this.type"></a>
+      <a id="clearRules():RuleFactory.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clearRules</span><span class="params">()</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@clearRules():RuleFactory.this.type" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@clone():Object" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.util.regex.RuleFactory#findMatch" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="findMatch(text:String):Seq[RuleFactory.this.RuleMatch]"></a>
+      <a id="findMatch(String):Seq[RuleMatch]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">findMatch</span><span class="params">(<span name="text">text: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="RuleFactory$RuleMatch.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory.RuleMatch">RuleMatch</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@findMatch(text:String):Seq[RuleFactory.this.RuleMatch]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Applies factory match strategy to find matches and returns any number of Matches</p>
+    </li><li name="com.johnsnowlabs.nlp.util.regex.RuleFactory#findMatchFirstOnly" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="findMatchFirstOnly(text:String):Option[RuleFactory.this.RuleMatch]"></a>
+      <a id="findMatchFirstOnly(String):Option[RuleMatch]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">findMatchFirstOnly</span><span class="params">(<span name="text">text: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<a href="RuleFactory$RuleMatch.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory.RuleMatch">RuleMatch</a>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@findMatchFirstOnly(text:String):Option[RuleFactory.this.RuleMatch]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Specifically finds a first match within a group of matches</p>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@hashCode():Int" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@notifyAll():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.util.regex.RuleFactory#setRules" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setRules(newRules:Seq[com.johnsnowlabs.nlp.util.regex.RegexRule]):RuleFactory.this.type"></a>
+      <a id="setRules(Seq[RegexRule]):RuleFactory.this.type"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setRules</span><span class="params">(<span name="newRules">newRules: <span class="extype" name="scala.Seq">Seq</span>[<a href="RegexRule.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RegexRule">RegexRule</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a>.this.type</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@setRules(newRules:Seq[com.johnsnowlabs.nlp.util.regex.RegexRule]):RuleFactory.this.type" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">overrides rules with a new set of rules</p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols#symbolRecovery" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="symbolRecovery:Map[String,String]"></a>
+      <a id="symbolRecovery:Map[String,String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">symbolRecovery</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@symbolRecovery:Map[String,String]" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../annotators/sbd/pragmatic/RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@toString():String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.util.regex.RuleFactory#transformWithSymbol" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformWithSymbol(symbol:String,text:String):String"></a>
+      <a id="transformWithSymbol(String,String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformWithSymbol</span><span class="params">(<span name="symbol">symbol: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="text">text: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@transformWithSymbol(symbol:String,text:String):String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Applies factory transform of all ordered rules utilizing transform and match strategies with provided symbol</p><div class="fullcomment"><div class="comment cmt"><p>Applies factory transform of all ordered rules utilizing transform and match strategies with provided symbol</p></div><dl class="paramcmts block"><dt class="param">symbol</dt><dd class="cmt"><p>a symbol to use for all transformations altogether</p></dd><dt class="param">text</dt><dd class="cmt"><p>target text to transform</p></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.util.regex.RuleFactory#transformWithSymbolicRules" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformWithSymbolicRules(text:String):String"></a>
+      <a id="transformWithSymbolicRules(String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformWithSymbolicRules</span><span class="params">(<span name="text">text: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@transformWithSymbolicRules(text:String):String" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Applies factory transform of all ordered rules utilizing transform and match strategies corresponding each rule with its symbol</p><div class="fullcomment"><div class="comment cmt"><p>Applies factory transform of all ordered rules utilizing transform and match strategies corresponding each rule with its symbol</p></div><dl class="paramcmts block"><dt class="param">text</dt><dd class="cmt"><p>target text to transform</p></dd><dt>returns</dt><dd class="cmt"><p>Returns a transformed text</p></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.RuleFactory@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
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+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">
+              <h3>Inherited from <a href="../../annotators/sbd/pragmatic/RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/util/regex/TransformStrategy$.html b/docs/api/com/johnsnowlabs/nlp/util/regex/TransformStrategy$.html
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--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/util/regex/TransformStrategy$.html
@@ -0,0 +1,923 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>TransformStrategy - com.johnsnowlabs.nlp.util.regex.TransformStrategy</title>
+          <meta name="description" content="TransformStrategy - com.johnsnowlabs.nlp.util.regex.TransformStrategy" />
+          <meta name="keywords" content="TransformStrategy com.johnsnowlabs.nlp.util.regex.TransformStrategy" />
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+        <p id="owner"><a href="../../../../package.html" class="extype" name="com">com</a>.<a href="../../../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs.nlp.util">util</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.nlp.util.regex">regex</a></p>
+        <h1>TransformStrategy</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.nlp.util.regex">package regex</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.TransformStrategy$" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+        <span class="modifier"></span>
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+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Allowed strategies for <a href="RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a> applications regarding replacement
+</p></div><div class="toggleContainer block">
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+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.nlp.util.regex.TransformStrategy"><span>TransformStrategy</span></li><li class="in" name="scala.Enumeration"><span>Enumeration</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+        
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.util.regex.TransformStrategy.TransformStrategy" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TransformStrategy=com.johnsnowlabs.nlp.util.regex.TransformStrategy.Value"></a>
+      <a id="TransformStrategy:TransformStrategy"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
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+      <span class="symbol">
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.TransformStrategy$@TransformStrategy=com.johnsnowlabs.nlp.util.regex.TransformStrategy.Value" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Enumeration.Val" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="kind">class</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd><dt>Annotations</dt><dd>
+                <span class="name">@SerialVersionUID</span><span class="args">()</span>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd><dt>Annotations</dt><dd>
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      </h4><span class="permalink">
+      <a href="../../../../../index.html#com.johnsnowlabs.nlp.util.regex.TransformStrategy$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.util.regex.TransformStrategy#APPEND_WITH_SYMBOL" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <h4 class="signature">
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+        <span class="kind">val</span>
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+    </span>
+      
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+      <h4 class="signature">
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+        <span class="kind">val</span>
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+      <span class="symbol">
+        <span class="name">BREAK_AND_PROTECT_FROM_BREAK</span><span class="result">: <a href="#ValueextendsOrdered[Enumeration.this.Value]withSerializable" class="extmbr" name="com.johnsnowlabs.nlp.util.regex.TransformStrategy.Value">Value</a></span>
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="com.johnsnowlabs.nlp.util.regex.TransformStrategy#NO_TRANSFORM" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <a id="NO_TRANSFORM:Value"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <span class="symbol">
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.util.regex.TransformStrategy#PREPEND_WITH_SYMBOL" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <span class="symbol">
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+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.util.regex.TransformStrategy#PROTECT_FROM_BREAK" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="PROTECT_FROM_BREAK:com.johnsnowlabs.nlp.util.regex.TransformStrategy.Value"></a>
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+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <span class="symbol">
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+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.nlp.util.regex.TransformStrategy#REPLACE_ALL_WITH_SYMBOL" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <span class="symbol">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <span class="symbol">
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+      </a>
+    </span>
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+    </li><li name="com.johnsnowlabs.nlp.util.regex.TransformStrategy#REPLACE_EACH_WITH_SYMBOL_AND_BREAK" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <span class="symbol">
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+    </li><li name="scala.Enumeration#Value" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
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+      <a id="apply(x:Int):Enumeration.this.Value"></a>
+      <a id="apply(Int):Value"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <a id="asInstanceOf[T0]:T0"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </li><li name="scala.Enumeration#maxId" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="maxId:Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </li><li name="scala.Enumeration#nextId" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="nextId:Int"></a>
+      <a id="nextId:Int"></a>
+      <h4 class="signature">
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+        <span class="modifier"></span>
+        <span class="kind">var</span>
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+    </li><li name="scala.Enumeration#nextName" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="nextName:Iterator[String]"></a>
+      <a id="nextName:Iterator[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </li><li name="scala.Enumeration#readResolve" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readResolve():AnyRef"></a>
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+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Enumeration</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </li><li name="scala.Enumeration#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <div id="template">
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+        
+
+        <div id="types" class="types members">
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+      <a id="RegexRuleextendsSerializable"></a>
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+      <p class="shortcomment cmt">General structure for an identified regular expression</p>
+    </li><li name="com.johnsnowlabs.nlp.util.regex.RuleFactory" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="RuleFactoryextendsRuleSymbolswithSerializable"></a>
+      <a id="RuleFactory:RuleFactory"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
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+      <span class="symbol">
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+    </span>
+      <p class="shortcomment cmt">Regular Expressions rule manager.</p><div class="fullcomment"><div class="comment cmt"><p>Regular Expressions rule manager. Applies rules based on Matching and Replacement strategies</p></div></div>
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+        <img src="../../../../../lib/permalink.png" alt="Permalink" />
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+      <p class="shortcomment cmt">Allowed strategies for <a href="RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a> applications regarding matching
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new file mode 100644
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--- /dev/null
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@@ -0,0 +1,584 @@
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+        <h1>Benchmark</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.util">package util</a>
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+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="modifier">final </span>
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+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Benchmark$@clone():Object" title="Permalink" target="_top">
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+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Benchmark$@finalize():Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Benchmark$@getClass():Class[_]" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.util.Benchmark#getPrint" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getPrint:Boolean"></a>
+      <a id="getPrint:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getPrint</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Benchmark$@getPrint:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Benchmark$@hashCode():Int" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Benchmark$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.util.Benchmark#measure" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="measure(d:String)(f:=&gt;Any):Double"></a>
+      <a id="measure(String)(⇒Any):Double"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">measure</span><span class="params">(<span name="d">d: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="params">(<span name="f">f: ⇒ <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Double">Double</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Benchmark$@measure(d:String)(f:=&gt;Any):Double" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="com.johnsnowlabs.util.Benchmark#measure" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="measure(f:=&gt;Any):Double"></a>
+      <a id="measure(⇒Any):Double"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">measure</span><span class="params">(<span name="f">f: ⇒ <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Double">Double</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Benchmark$@measure(f:=&gt;Any):Double" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="com.johnsnowlabs.util.Benchmark#measure" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="measure(iterations:Integer,forcePrint:Boolean,description:String)(f:=&gt;Any):Double"></a>
+      <a id="measure(Integer,Boolean,String)(⇒Any):Double"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">measure</span><span class="params">(<span name="iterations">iterations: <span class="extype" name="java.lang.Integer">Integer</span> = <span class="symbol">3</span></span>, <span name="forcePrint">forcePrint: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="description">description: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;Took&quot;</span></span>)</span><span class="params">(<span name="f">f: ⇒ <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Double">Double</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Benchmark$@measure(iterations:Integer,forcePrint:Boolean,description:String)(f:=&gt;Any):Double" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Benchmark$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Benchmark$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">setPrint</span><span class="params">(<span name="v">v: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+      <a id="time[R](description:String,forcePrint:Boolean)(block:=&gt;R):R"></a>
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+      <span class="modifier_kind">
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+      <span class="symbol">
+        <span class="name">time</span><span class="tparams">[<span name="R">R</span>]</span><span class="params">(<span name="description">description: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="forcePrint">forcePrint: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="params">(<span name="block">block: ⇒ <span class="extype" name="com.johnsnowlabs.util.Benchmark.time.R">R</span></span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.util.Benchmark.time.R">R</span></span>
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+      <a id="toString():String"></a>
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+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+              
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
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+      </span>
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+    </span>)</span>
+              
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+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
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+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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new file mode 100644
index 00000000000000..31bd5fbea66b44
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/util/Build$.html
@@ -0,0 +1,499 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Build - com.johnsnowlabs.util.Build</title>
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+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.util">util</a></p>
+        <h1>Build</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.util">package util</a>
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+      
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+          <span class="toggle">Linear Supertypes</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      
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+    </span>)</span>
+              
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+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <a id="notify():Unit"></a>
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+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <h4 class="signature">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
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+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.util.Build#version" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="version:String"></a>
+      <a id="version:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">version</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
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+      
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+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      
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+    </span>)</span>
+              
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+    </li></ol>
+            </div>
+
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+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
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+        <div class="group" name="Ungrouped">
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diff --git a/docs/api/com/johnsnowlabs/util/CoNLLGenerator$.html b/docs/api/com/johnsnowlabs/util/CoNLLGenerator$.html
new file mode 100644
index 00000000000000..ab6164f34f7d11
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/util/CoNLLGenerator$.html
@@ -0,0 +1,550 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>CoNLLGenerator - com.johnsnowlabs.util.CoNLLGenerator</title>
+          <meta name="description" content="CoNLLGenerator - com.johnsnowlabs.util.CoNLLGenerator" />
+          <meta name="keywords" content="CoNLLGenerator com.johnsnowlabs.util.CoNLLGenerator" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.util.CoNLLGenerator$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../lib/object_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.util">util</a></p>
+        <h1>CoNLLGenerator</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.util">package util</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.CoNLLGenerator$" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">CoNLLGenerator</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
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+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.util.CoNLLGenerator"><span>CoNLLGenerator</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
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+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="modifier">final </span>
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+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+      <h4 class="signature">
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+        <span class="kind">def</span>
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+              
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+        <h1>ConfigHelper</h1><h3><span class="morelinks"><div>Related Doc:
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
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+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.util.ConfigHelper#accessKeyId" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="accessKeyId:String"></a>
+      <a id="accessKeyId:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">accessKeyId</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@accessKeyId:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.util.ConfigHelper#awsCredentials" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="awsCredentials:String"></a>
+      <a id="awsCredentials:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">awsCredentials</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@awsCredentials:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.util.ConfigHelper#embeddingsTmpDir" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="embeddingsTmpDir:String"></a>
+      <a id="embeddingsTmpDir:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">embeddingsTmpDir</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@embeddingsTmpDir:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@getClass():Class[_]" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.util.ConfigHelper#getConfigValue" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getConfigValue(path:String):Option[String]"></a>
+      <a id="getConfigValue(String):Option[String]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getConfigValue</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@getConfigValue(path:String):Option[String]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.util.ConfigHelper#getConfigValueOrElse" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getConfigValueOrElse(path:String,defaultValue:=&gt;String):String"></a>
+      <a id="getConfigValueOrElse(String,⇒String):String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getConfigValueOrElse</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="defaultValue">defaultValue: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@getConfigValueOrElse(path:String,defaultValue:=&gt;String):String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.util.ConfigHelper#hasPath" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="hasPath(path:String):Boolean"></a>
+      <a id="hasPath(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasPath</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@hasPath(path:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.util.ConfigHelper#pretrainedCacheFolder" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="pretrainedCacheFolder:String"></a>
+      <a id="pretrainedCacheFolder:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrainedCacheFolder</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@pretrainedCacheFolder:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="com.johnsnowlabs.util.ConfigHelper#pretrainedS3BucketKey" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="pretrainedS3BucketKey:String"></a>
+      <a id="pretrainedS3BucketKey:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrainedS3BucketKey</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@pretrainedS3BucketKey:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="com.johnsnowlabs.util.ConfigHelper#pretrainedS3PathKey" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="pretrainedS3PathKey:String"></a>
+      <a id="pretrainedS3PathKey:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrainedS3PathKey</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@pretrainedS3PathKey:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.util.ConfigHelper#s3SocketTimeout" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="s3SocketTimeout:String"></a>
+      <a id="s3SocketTimeout:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">s3SocketTimeout</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@s3SocketTimeout:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="com.johnsnowlabs.util.ConfigHelper#secretAccessKey" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="secretAccessKey:String"></a>
+      <a id="secretAccessKey:String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">secretAccessKey</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@secretAccessKey:String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigHelper$@wait(x$1:Long):Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
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+      <div id="footer">  </div>
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diff --git a/docs/api/com/johnsnowlabs/util/ConfigLoader$.html b/docs/api/com/johnsnowlabs/util/ConfigLoader$.html
new file mode 100644
index 00000000000000..509dad4264a87c
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/util/ConfigLoader$.html
@@ -0,0 +1,516 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ConfigLoader - com.johnsnowlabs.util.ConfigLoader</title>
+          <meta name="description" content="ConfigLoader - com.johnsnowlabs.util.ConfigLoader" />
+          <meta name="keywords" content="ConfigLoader com.johnsnowlabs.util.ConfigLoader" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
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+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.util.ConfigLoader$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../lib/object_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.util">util</a></p>
+        <h1>ConfigLoader</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.util">package util</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigLoader$" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ConfigLoader</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+              <span class="filtertype">Ordering</span>
+              <ol>
+                
+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.util.ConfigLoader"><span>ConfigLoader</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
+            <span class="filtertype"></span>
+            <ol>
+              <li class="hideall out"><span>Hide All</span></li>
+              <li class="showall in"><span>Show All</span></li>
+            </ol>
+          </div>
+        <div id="visbl">
+            <span class="filtertype">Visibility</span>
+            <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+          </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      </h4><span class="permalink">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigLoader$@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigLoader$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigLoader$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigLoader$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigLoader$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        </dd></dl></div>
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+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+      <a id="getConfigPath:String"></a>
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getConfigPath</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
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+      <a id="hashCode():Int"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.util.ConfigLoader#retrieve" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="retrieve:com.typesafe.config.Config"></a>
+      <a id="retrieve:Config"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">retrieve</span><span class="result">: <span class="extype" name="com.typesafe.config.Config">Config</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigLoader$@retrieve:com.typesafe.config.Config" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ConfigLoader$@toString():String" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
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+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
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+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/util/FileHelper$.html b/docs/api/com/johnsnowlabs/util/FileHelper$.html
new file mode 100644
index 00000000000000..9d25160ca7423b
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/util/FileHelper$.html
@@ -0,0 +1,516 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>FileHelper - com.johnsnowlabs.util.FileHelper</title>
+          <meta name="description" content="FileHelper - com.johnsnowlabs.util.FileHelper" />
+          <meta name="keywords" content="FileHelper com.johnsnowlabs.util.FileHelper" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
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+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../lib/object_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.util">util</a></p>
+        <h1>FileHelper</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.util">package util</a>
+          </div></span></h3><span class="permalink">
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+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">FileHelper</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
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+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
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+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
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+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.util.FileHelper#delete" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="delete(file:String,throwOnError:Boolean):Unit"></a>
+      <a id="delete(String,Boolean):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">delete</span><span class="params">(<span name="file">file: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwOnError">throwOnError: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.FileHelper$@delete(file:String,throwOnError:Boolean):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.FileHelper$@finalize():Unit" title="Permalink" target="_top">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.FileHelper$@getClass():Class[_]" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.FileHelper$@hashCode():Int" title="Permalink" target="_top">
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+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.FileHelper$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.FileHelper$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.FileHelper$@notifyAll():Unit" title="Permalink" target="_top">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.FileHelper$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.FileHelper$@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.FileHelper$@wait():Unit" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.FileHelper$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.FileHelper$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.util.FileHelper#writeLines" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="writeLines(file:String,lines:Seq[String],encoding:String):Unit"></a>
+      <a id="writeLines(String,Seq[String],String):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">writeLines</span><span class="params">(<span name="file">file: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="lines">lines: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="encoding">encoding: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;UTF-8&quot;</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.FileHelper$@writeLines(file:String,lines:Seq[String],encoding:String):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </li></ol>
+            </div>
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+
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+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
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diff --git a/docs/api/com/johnsnowlabs/util/OcrMetrics.html b/docs/api/com/johnsnowlabs/util/OcrMetrics.html
new file mode 100644
index 00000000000000..792ae6d2144210
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/util/OcrMetrics.html
@@ -0,0 +1,499 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>OcrMetrics - com.johnsnowlabs.util.OcrMetrics</title>
+          <meta name="description" content="OcrMetrics - com.johnsnowlabs.util.OcrMetrics" />
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+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="type">
+      <div id="definition">
+        <img alt="Trait" src="../../../lib/trait_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.util">util</a></p>
+        <h1>OcrMetrics</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.util">package util</a>
+          </div></span></h3><span class="permalink">
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">OcrMetrics</span><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
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+          <span class="toggle">Linear Supertypes</span>
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+                  <li class="in" name="com.johnsnowlabs.util.OcrMetrics"><span>OcrMetrics</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+      <a id="!=(x$1:Any):Boolean"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.OcrMetrics@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.OcrMetrics@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.OcrMetrics@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.OcrMetrics@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.OcrMetrics@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.OcrMetrics@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.OcrMetrics@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.OcrMetrics@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.OcrMetrics@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.OcrMetrics@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.OcrMetrics@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.OcrMetrics@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.util.OcrMetrics#score" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="score(correct:String,detected:String):Double"></a>
+      <a id="score(String,String):Double"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">score</span><span class="params">(<span name="correct">correct: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="detected">detected: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Double">Double</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.OcrMetrics@score(correct:String,detected:String):Double" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.OcrMetrics@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.OcrMetrics@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.OcrMetrics@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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diff --git a/docs/api/com/johnsnowlabs/util/PipelineModels$.html b/docs/api/com/johnsnowlabs/util/PipelineModels$.html
new file mode 100644
index 00000000000000..848ec95a63bdd6
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/util/PipelineModels$.html
@@ -0,0 +1,516 @@
+<!DOCTYPE html >
+<html>
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+          <title>PipelineModels - com.johnsnowlabs.util.PipelineModels</title>
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+        <h1>PipelineModels</h1><h3><span class="morelinks"><div>Related Doc:
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+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">apply</span><span class="params">(<span name="stages">stages: <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span></span>
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+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+      <span class="symbol">
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <h4 class="signature">
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+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <h4 class="signature">
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+        <span class="kind">def</span>
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+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <a id="notify():Unit"></a>
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+      <h4 class="signature">
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+      <h4 class="signature">
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index 00000000000000..14ce8bc1a5420f
--- /dev/null
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@@ -0,0 +1,499 @@
+<!DOCTYPE html >
+<html>
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+          <title>TrainingHelper - com.johnsnowlabs.util.TrainingHelper</title>
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+        <h1>TrainingHelper</h1><h3><span class="morelinks"><div>Related Doc:
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+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <h4 class="signature">
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+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="modifier_kind">
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+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
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+        <span class="kind">def</span>
+      </span>
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+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.util.TrainingHelper#saveModel" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="saveModel(name:String,language:Option[String],libVersion:Option[com.johnsnowlabs.util.Version],sparkVersion:Option[com.johnsnowlabs.util.Version],modelWriter:org.apache.spark.ml.util.MLWriter,folder:String,category:Option[com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType]):Unit"></a>
+      <a id="saveModel(String,Option[String],Option[Version],Option[Version],MLWriter,String,Option[ResourceType]):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">saveModel</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="language">language: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="libVersion">libVersion: <span class="extype" name="scala.Option">Option</span>[<a href="Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a>]</span>, <span name="sparkVersion">sparkVersion: <span class="extype" name="scala.Option">Option</span>[<a href="Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a>]</span>, <span name="modelWriter">modelWriter: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>, <span name="folder">folder: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="category">category: <span class="extype" name="scala.Option">Option</span>[<a href="../nlp/pretrained/ResourceType$.html#ResourceType=com.johnsnowlabs.nlp.pretrained.ResourceType.Value" class="extmbr" name="com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType">ResourceType</a>] = <span class="symbol"><span class="name"><a href="../../package.html">Some(ResourceType.NOT_DEFINED)</a></span></span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.TrainingHelper$@saveModel(name:String,language:Option[String],libVersion:Option[com.johnsnowlabs.util.Version],sparkVersion:Option[com.johnsnowlabs.util.Version],modelWriter:org.apache.spark.ml.util.MLWriter,folder:String,category:Option[com.johnsnowlabs.nlp.pretrained.ResourceType.ResourceType]):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.TrainingHelper$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.TrainingHelper$@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.TrainingHelper$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.TrainingHelper$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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+            </div>
+        </div>
+
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+      <div id="tooltip"></div>
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diff --git a/docs/api/com/johnsnowlabs/util/Version$.html b/docs/api/com/johnsnowlabs/util/Version$.html
new file mode 100644
index 00000000000000..03af501aff9a8d
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/util/Version$.html
@@ -0,0 +1,577 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Version - com.johnsnowlabs.util.Version</title>
+          <meta name="description" content="Version - com.johnsnowlabs.util.Version" />
+          <meta name="keywords" content="Version com.johnsnowlabs.util.Version" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../lib/jquery.js" id="jquery-js"></script>
+      <script type="text/javascript" src="../../../lib/jquery-ui.js"></script>
+      <script type="text/javascript" src="../../../lib/template.js"></script>
+      <script type="text/javascript" src="../../../lib/tools.tooltip.js"></script>
+      
+      <script type="text/javascript">
+         if(top === self) {
+            var url = '../../../index.html';
+            var hash = 'com.johnsnowlabs.util.Version$';
+            var anchor = window.location.hash;
+            var anchor_opt = '';
+            if (anchor.length >= 1)
+              anchor_opt = '@' + anchor.substring(1);
+            window.location.href = url + '#' + hash + anchor_opt;
+         }
+   	  </script>
+    
+        </head>
+        <body class="value">
+      <div id="definition">
+        <a href="Version.html" title="See companion class"><img alt="Object/Class" src="../../../lib/object_to_class_big.png" /></a>
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.util">util</a></p>
+        <h1><a href="Version.html" title="See companion class">Version</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Version.html" title="See companion class">class Version</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.util">package util</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Version</span><span class="result"> extends <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
+        <div id="order">
+              <span class="filtertype">Ordering</span>
+              <ol>
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+                <li class="alpha in"><span>Alphabetic</span></li>
+                <li class="inherit out"><span>By Inheritance</span></li>
+              </ol>
+            </div>
+        <div id="ancestors">
+                <span class="filtertype">Inherited<br />
+                </span>
+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.util.Version"><span>Version</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                </ol>
+              </div><div id="ancestors">
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+          </div>
+      </div>
+
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+        <div id="allMembers">
+        
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+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.util.Version#apply" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="apply(parts:Int*):com.johnsnowlabs.util.Version"></a>
+      <a id="apply(Int*):Version"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">apply</span><span class="params">(<span name="parts">parts: <span class="extype" name="scala.Int">Int</span>*</span>)</span><span class="result">: <a href="Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@apply(parts:Int*):com.johnsnowlabs.util.Version" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@equals(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@hashCode():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.util.Version#isCompatible" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isCompatible(current:com.johnsnowlabs.util.Version,found:Option[com.johnsnowlabs.util.Version]):Boolean"></a>
+      <a id="isCompatible(Version,Option[Version]):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isCompatible</span><span class="params">(<span name="current">current: <a href="Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a></span>, <span name="found">found: <span class="extype" name="scala.Option">Option</span>[<a href="Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@isCompatible(current:com.johnsnowlabs.util.Version,found:Option[com.johnsnowlabs.util.Version]):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Checks weather found version could be used with current version</p><div class="fullcomment"><div class="comment cmt"><p>Checks weather found version could be used with current version</p></div><dl class="paramcmts block"><dt class="param">current</dt><dd class="cmt"><p>Version of current library</p></dd><dt class="param">found</dt><dd class="cmt"><p>Version of library of found resource</p></dd><dt>returns</dt><dd class="cmt"><p>True ar False
+Examples (current) and (found):
+1.2.3 and 1.2   =&gt; True
+1.2   and 1.2.3 =&gt; False (found more specific version)    *
+1.2   and None  =&gt; True  (found version that could be used with all versions)</p></dd></dl></div>
+    </li><li name="com.johnsnowlabs.util.Version#isCompatible" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="isCompatible(current:com.johnsnowlabs.util.Version,found:com.johnsnowlabs.util.Version):Boolean"></a>
+      <a id="isCompatible(Version,Version):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isCompatible</span><span class="params">(<span name="current">current: <a href="Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a></span>, <span name="found">found: <a href="Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@isCompatible(current:com.johnsnowlabs.util.Version,found:com.johnsnowlabs.util.Version):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.util.Version#isInteger" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="isInteger(str:String):Boolean"></a>
+      <a id="isInteger(String):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInteger</span><span class="params">(<span name="str">str: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@isInteger(str:String):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.util.Version#parse" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="parse(str:String):com.johnsnowlabs.util.Version"></a>
+      <a id="parse(String):Version"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parse</span><span class="params">(<span name="str">str: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="Version.html" class="extype" name="com.johnsnowlabs.util.Version">Version</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@parse(str:String):com.johnsnowlabs.util.Version" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@wait():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a>
+      <a id="wait(Long,Int):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@wait(x$1:Long,x$2:Int):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a>
+      <a id="wait(Long):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version$@wait(x$1:Long):Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/util/Version.html b/docs/api/com/johnsnowlabs/util/Version.html
new file mode 100644
index 00000000000000..bf4209f65fd3b5
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/util/Version.html
@@ -0,0 +1,512 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>Version - com.johnsnowlabs.util.Version</title>
+          <meta name="description" content="Version - com.johnsnowlabs.util.Version" />
+          <meta name="keywords" content="Version com.johnsnowlabs.util.Version" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
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+        <body class="type">
+      <div id="definition">
+        <a href="Version$.html" title="See companion object"><img alt="Class/Object" src="../../../lib/class_to_object_big.png" /></a>
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.util">util</a></p>
+        <h1><a href="Version$.html" title="See companion object">Version</a></h1><h3><span class="morelinks"><div>
+            Related Docs:
+            <a href="Version$.html" title="See companion object">object Version</a>
+            | <a href="package.html" class="extype" name="com.johnsnowlabs.util">package util</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+    </span>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Version</span><span class="params">(<span name="parts">parts: <span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Int">Int</span>]</span>)</span><span class="result"> extends <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
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+        <div id="textfilter"><span class="pre"></span><span class="input"><input id="mbrsel-input" type="text" accesskey="/" /></span><span class="post"></span></div>
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+              <span class="filtertype">Ordering</span>
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+                <span class="filtertype">Inherited<br />
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+                <ol id="linearization">
+                  <li class="in" name="com.johnsnowlabs.util.Version"><span>Version</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.util.Version#&lt;init&gt;" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(parts:List[Int]):com.johnsnowlabs.util.Version"></a>
+      <a id="&lt;init&gt;:Version"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">Version</span><span class="params">(<span name="parts">parts: <span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Int">Int</span>]</span>)</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version@&lt;init&gt;(parts:List[Int]):com.johnsnowlabs.util.Version" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div id="values" class="values members">
+              <h3>Value Members</h3>
+              <ol><li name="scala.AnyRef#!=" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a>
+      <a id="!=(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version@!=(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <a id="##():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version@##():Int" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a>
+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version@==(x$1:Any):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version@asInstanceOf[T0]:T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
+      <a id="clone():AnyRef"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version@clone():Object" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version@eq(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version@finalize():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<a href="../../../java$lang.html" class="extype" name="java.lang">java.lang</a>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <a id="getClass():Class[_]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version@getClass():Class[_]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version@isInstanceOf[T0]:Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a>
+      <a id="ne(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version@ne(x$1:AnyRef):Boolean" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <a id="notify():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version@notify():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <a id="notifyAll():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version@notifyAll():Unit" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.util.Version#parts" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="parts:List[Int]"></a>
+      <a id="parts:List[Int]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parts</span><span class="result">: <span class="extype" name="scala.List">List</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version@parts:List[Int]" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a>
+      <a id="synchronized[T0](⇒T0):T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version@synchronized[T0](x$1:=&gt;T0):T0" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.util.Version#take" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="take(n:Int):com.johnsnowlabs.util.Version"></a>
+      <a id="take(Int):Version"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">take</span><span class="params">(<span name="n">n: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.util.Version">Version</a></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version@take(n:Int):com.johnsnowlabs.util.Version" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      
+    </li><li name="com.johnsnowlabs.util.Version#toString" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <a id="toString():String"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.Version@toString():String" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.util.Version">Version</a> → AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <a id="wait():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      </h4><span class="permalink">
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diff --git a/docs/api/com/johnsnowlabs/util/ZipArchiveUtil$.html b/docs/api/com/johnsnowlabs/util/ZipArchiveUtil$.html
new file mode 100644
index 00000000000000..7ef11681d41038
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/util/ZipArchiveUtil$.html
@@ -0,0 +1,518 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title>ZipArchiveUtil - com.johnsnowlabs.util.ZipArchiveUtil</title>
+          <meta name="description" content="ZipArchiveUtil - com.johnsnowlabs.util.ZipArchiveUtil" />
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+        </head>
+        <body class="value">
+      <div id="definition">
+        <img alt="Object" src="../../../lib/object_big.png" />
+        <p id="owner"><a href="../../package.html" class="extype" name="com">com</a>.<a href="../package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="package.html" class="extype" name="com.johnsnowlabs.util">util</a></p>
+        <h1>ZipArchiveUtil</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.util">package util</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ZipArchiveUtil$" title="Permalink" target="_top">
+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+        <span class="name">ZipArchiveUtil</span>
+      </span>
+      </h4>
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Copied from https://github.com/dhbikoff/Scala-Zip-Archive-Util
+with small fixes
+</p></div><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
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+                  <li class="in" name="com.johnsnowlabs.util.ZipArchiveUtil"><span>ZipArchiveUtil</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <h4 class="signature">
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+        <span class="kind">def</span>
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+      <h4 class="signature">
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+        <span class="modifier"></span>
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+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <a id="finalize():Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      </h4><span class="permalink">
+      <a href="../../../index.html#com.johnsnowlabs.util.ZipArchiveUtil$@finalize():Unit" title="Permalink" target="_top">
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+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      </h4><span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#ne" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <img src="../../../lib/permalink.png" alt="Permalink" />
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+      
+    </li><li name="com.johnsnowlabs.util.ZipArchiveUtil" visbl="pub" data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ZipArchiveUtil"></a>
+      <a id="ZipArchiveUtil:ZipArchiveUtil"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
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+      <span class="symbol">
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+        <img src="../../../lib/permalink.png" alt="Permalink" />
+      </a>
+    </span>
+      <p class="shortcomment cmt">Copied from https://github.com/dhbikoff/Scala-Zip-Archive-Util
+with small fixes
+</p>
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diff --git a/docs/api/com/johnsnowlabs/util/spark/LongMapAccumulator.html b/docs/api/com/johnsnowlabs/util/spark/LongMapAccumulator.html
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,695 @@
+<!DOCTYPE html >
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+        <h1>LongMapAccumulator</h1><h3><span class="morelinks"><div>Related Doc:
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+      <a id="copy():org.apache.spark.util.AccumulatorV2[(String,Long),Map[String,Long]]"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">copy</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.util.AccumulatorV2">AccumulatorV2</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>), <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>]]</span>
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+      <a id="copyAndReset():org.apache.spark.util.AccumulatorV2[IN,OUT]"></a>
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+      <h4 class="signature">
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+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </li><li name="org.apache.spark.util.AccumulatorV2#writeReplace" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <h1>MapAccumulator</h1><h3><span class="morelinks"><div>Related Doc:
+            <a href="package.html" class="extype" name="com.johnsnowlabs.util.spark">package spark</a>
+          </div></span></h3><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.util.spark.MapAccumulator" title="Permalink" target="_top">
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+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">MapAccumulator</span><span class="result"> extends <span class="extype" name="org.apache.spark.util.AccumulatorV2">AccumulatorV2</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>), <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>]]</span>
+      </span>
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+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">Linear Supertypes</span>
+          <div class="superTypes hiddenContent"><span class="extype" name="org.apache.spark.util.AccumulatorV2">AccumulatorV2</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>), <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>]], <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+      <h4 class="signature">
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+        <span class="kind">new</span>
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+        <span class="name">MapAccumulator</span><span class="params">(<span name="defaultMap">defaultMap: <span class="extype" name="scala.collection.mutable.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>] = <span class="defval" name="MMap.empty[String, Long].withDefaultValue(0)">...</span></span>)</span>
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+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+    </li><li name="scala.AnyRef#==" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="==(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="com.johnsnowlabs.util.spark.MapAccumulator#add" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="add(v:(String,Long)):Unit"></a>
+      <a id="add((String,Long)):Unit"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">add</span><span class="params">(<span name="v">v: (<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>)</span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.util.spark.MapAccumulator">MapAccumulator</a> → AccumulatorV2</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <a id="asInstanceOf[T0]:T0"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a>
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+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.util.spark.MapAccumulator#copy" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy():org.apache.spark.util.AccumulatorV2[(String,Long),Map[String,Long]]"></a>
+      <a id="copy():AccumulatorV2[(String,Long),Map[String,Long]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.util.AccumulatorV2">AccumulatorV2</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>), <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.util.spark.MapAccumulator@copy():org.apache.spark.util.AccumulatorV2[(String,Long),Map[String,Long]]" title="Permalink" target="_top">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.util.spark.MapAccumulator">MapAccumulator</a> → AccumulatorV2</dd></dl></div>
+    </li><li name="org.apache.spark.util.AccumulatorV2#copyAndReset" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyAndReset():org.apache.spark.util.AccumulatorV2[IN,OUT]"></a>
+      <a id="copyAndReset():AccumulatorV2[(String,Long),Map[String,Long]]"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyAndReset</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.util.AccumulatorV2">AccumulatorV2</span>[(<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>), <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Long">Long</span>]]</span>
+      </span>
+      </h4><span class="permalink">
+      <a href="../../../../index.html#com.johnsnowlabs.util.spark.MapAccumulator@copyAndReset():org.apache.spark.util.AccumulatorV2[IN,OUT]" title="Permalink" target="_top">
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+      </a>
+    </span>
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AccumulatorV2</dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a>
+      <a id="eq(AnyRef):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#equals" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a>
+      <a id="equals(Any):Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
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+      </span>
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+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="hashCode():Int"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+    </li><li name="org.apache.spark.util.AccumulatorV2#id" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="id:Long"></a>
+      <a id="id:Long"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">id</span><span class="result">: <span class="extype" name="scala.Long">Long</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AccumulatorV2</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="org.apache.spark.util.AccumulatorV2#isRegistered" visbl="pub" data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isRegistered:Boolean"></a>
+      <a id="isRegistered:Boolean"></a>
+      <h4 class="signature">
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isRegistered</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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class="tplLink">HasInputAnnotationCols</span></a></li><li title="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><div class="placeholder"></div><a class="tplshow" href="com/johnsnowlabs/nlp/HasOutputAnnotationCol.html" target="template"><span class="trait">(trait)</span><span class="tplLink">HasOutputAnnotationCol</span></a></li><li title="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><div class="placeholder"></div><a class="tplshow" href="com/johnsnowlabs/nlp/HasOutputAnnotatorType.html" target="template"><span class="trait">(trait)</span><span class="tplLink">HasOutputAnnotatorType</span></a></li><li title="com.johnsnowlabs.nlp.HasRecursiveFit"><div class="placeholder"></div><a class="tplshow" href="com/johnsnowlabs/nlp/HasRecursiveFit.html" target="template"><span class="trait">(trait)</span><span class="tplLink">HasRecursiveFit</span></a></li><li title="com.johnsnowlabs.nlp.JavaAnnotation"><div class="placeholder"></div><a class="tplshow" href="com/johnsnowlabs/nlp/JavaAnnotation.html" target="template"><span class="case class">(case class)</span><span class="tplLink">JavaAnnotation</span></a></li><li title="com.johnsnowlabs.nlp.LightPipeline"><div class="placeholder"></div><a class="tplshow" href="com/johnsnowlabs/nlp/LightPipeline.html" target="template"><span class="class">(class)</span><span class="tplLink">LightPipeline</span></a></li><li title="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><div class="placeholder"></div><a class="tplshow" href="com/johnsnowlabs/nlp/ParamsAndFeaturesReadable.html" target="template"><span class="trait">(trait)</span><span class="tplLink">ParamsAndFeaturesReadable</span></a></li><li title="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><div class="placeholder"></div><a class="tplshow" href="com/johnsnowlabs/nlp/ParamsAndFeaturesWritable.html" target="template"><span class="trait">(trait)</span><span class="tplLink">ParamsAndFeaturesWritable</span></a></li><li title="com.johnsnowlabs.nlp.RawAnnotator"><div class="placeholder"></div><a class="tplshow" href="com/johnsnowlabs/nlp/RawAnnotator.html" target="template"><span class="trait">(trait)</span><span class="tplLink">RawAnnotator</span></a></li><li title="com.johnsnowlabs.nlp.RecursivePipeline"><div class="placeholder"></div><a class="tplshow" href="com/johnsnowlabs/nlp/RecursivePipeline.html" target="template"><span class="class">(class)</span><span class="tplLink">RecursivePipeline</span></a></li><li title="com.johnsnowlabs.nlp.SparkNLP"><a class="tplshow" href="com/johnsnowlabs/nlp/SparkNLP$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">SparkNLP</span></a></li><li title="com.johnsnowlabs.nlp.TokenAssembler"><a class="tplshow" href="com/johnsnowlabs/nlp/TokenAssembler$.html" target="template"><span class="object">(object)</span></a><a class="tplshow" href="com/johnsnowlabs/nlp/TokenAssembler.html" target="template"><span class="class">(class)</span><span class="tplLink">TokenAssembler</span></a></li></ol>
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+            <a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package.html" target="template">com.johnsnowlabs.nlp.annotator</a>
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href="com/johnsnowlabs/nlp/annotator/package$$ContextSpellCheckerApproach$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">ContextSpellCheckerApproach</span></a></li><li title="com.johnsnowlabs.nlp.annotator.ContextSpellCheckerModel"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$ContextSpellCheckerModel$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">ContextSpellCheckerModel</span></a></li><li title="com.johnsnowlabs.nlp.annotator.DateMatcher"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$DateMatcher$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">DateMatcher</span></a></li><li title="com.johnsnowlabs.nlp.annotator.DeepSentenceDetector"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$DeepSentenceDetector$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">DeepSentenceDetector</span></a></li><li title="com.johnsnowlabs.nlp.annotator.DependencyParserApproach"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$DependencyParserApproach$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">DependencyParserApproach</span></a></li><li title="com.johnsnowlabs.nlp.annotator.DependencyParserModel"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$DependencyParserModel$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">DependencyParserModel</span></a></li><li title="com.johnsnowlabs.nlp.annotator.Lemmatizer"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$Lemmatizer$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">Lemmatizer</span></a></li><li title="com.johnsnowlabs.nlp.annotator.LemmatizerModel"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$LemmatizerModel$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">LemmatizerModel</span></a></li><li title="com.johnsnowlabs.nlp.annotator.NerConverter"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$NerConverter$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">NerConverter</span></a></li><li title="com.johnsnowlabs.nlp.annotator.NerCrfApproach"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$NerCrfApproach$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">NerCrfApproach</span></a></li><li title="com.johnsnowlabs.nlp.annotator.NerCrfModel"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$NerCrfModel$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">NerCrfModel</span></a></li><li title="com.johnsnowlabs.nlp.annotator.NerDLApproach"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$NerDLApproach$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">NerDLApproach</span></a></li><li title="com.johnsnowlabs.nlp.annotator.NerDLModel"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$NerDLModel$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">NerDLModel</span></a></li><li title="com.johnsnowlabs.nlp.annotator.Normalizer"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$Normalizer$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">Normalizer</span></a></li><li title="com.johnsnowlabs.nlp.annotator.NormalizerModel"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$NormalizerModel$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">NormalizerModel</span></a></li><li title="com.johnsnowlabs.nlp.annotator.NorvigSweetingApproach"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$NorvigSweetingApproach$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">NorvigSweetingApproach</span></a></li><li title="com.johnsnowlabs.nlp.annotator.NorvigSweetingModel"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$NorvigSweetingModel$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">NorvigSweetingModel</span></a></li><li title="com.johnsnowlabs.nlp.annotator.PerceptronApproach"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$PerceptronApproach$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">PerceptronApproach</span></a></li><li title="com.johnsnowlabs.nlp.annotator.PerceptronApproachDistributed"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$PerceptronApproachDistributed$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">PerceptronApproachDistributed</span></a></li><li title="com.johnsnowlabs.nlp.annotator.PerceptronModel"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$PerceptronModel$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">PerceptronModel</span></a></li><li title="com.johnsnowlabs.nlp.annotator.RegexMatcher"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$RegexMatcher$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">RegexMatcher</span></a></li><li title="com.johnsnowlabs.nlp.annotator.RegexMatcherModel"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$RegexMatcherModel$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">RegexMatcherModel</span></a></li><li title="com.johnsnowlabs.nlp.annotator.SentenceDetector"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$SentenceDetector$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">SentenceDetector</span></a></li><li title="com.johnsnowlabs.nlp.annotator.SentimentDetector"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$SentimentDetector$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">SentimentDetector</span></a></li><li title="com.johnsnowlabs.nlp.annotator.SentimentDetectorModel"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$SentimentDetectorModel$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">SentimentDetectorModel</span></a></li><li title="com.johnsnowlabs.nlp.annotator.Stemmer"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$Stemmer$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">Stemmer</span></a></li><li title="com.johnsnowlabs.nlp.annotator.SymmetricDeleteApproach"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$SymmetricDeleteApproach$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">SymmetricDeleteApproach</span></a></li><li title="com.johnsnowlabs.nlp.annotator.SymmetricDeleteModel"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$SymmetricDeleteModel$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">SymmetricDeleteModel</span></a></li><li title="com.johnsnowlabs.nlp.annotator.TextMatcher"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$TextMatcher$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">TextMatcher</span></a></li><li title="com.johnsnowlabs.nlp.annotator.TextMatcherModel"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$TextMatcherModel$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">TextMatcherModel</span></a></li><li title="com.johnsnowlabs.nlp.annotator.Tokenizer"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$Tokenizer$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">Tokenizer</span></a></li><li title="com.johnsnowlabs.nlp.annotator.TypedDependencyParserApproach"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$TypedDependencyParserApproach$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">TypedDependencyParserApproach</span></a></li><li title="com.johnsnowlabs.nlp.annotator.TypedDependencyParserModel"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$TypedDependencyParserModel$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">TypedDependencyParserModel</span></a></li><li title="com.johnsnowlabs.nlp.annotator.ViveknSentimentApproach"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$ViveknSentimentApproach$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">ViveknSentimentApproach</span></a></li><li title="com.johnsnowlabs.nlp.annotator.ViveknSentimentModel"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$ViveknSentimentModel$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">ViveknSentimentModel</span></a></li><li title="com.johnsnowlabs.nlp.annotator.WordEmbeddings"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$WordEmbeddings$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">WordEmbeddings</span></a></li><li title="com.johnsnowlabs.nlp.annotator.WordEmbeddingsModel"><a class="tplshow" href="com/johnsnowlabs/nlp/annotator/package$$WordEmbeddingsModel$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">WordEmbeddingsModel</span></a></li></ol>
+            <ol class="packages"> </ol>
+          </li><li class="pack" title="com.johnsnowlabs.nlp.annotators">
+            <a class="tplshow" href="com/johnsnowlabs/nlp/annotators/package.html" target="template">com.johnsnowlabs.nlp.annotators</a>
+            <ol class="templates"><li title="com.johnsnowlabs.nlp.annotators.Chunker"><a class="tplshow" href="com/johnsnowlabs/nlp/annotators/Chunker$.html" target="template"><span class="object">(object)</span></a><a class="tplshow" href="com/johnsnowlabs/nlp/annotators/Chunker.html" target="template"><span class="class">(class)</span><span class="tplLink">Chunker</span></a></li><li title="com.johnsnowlabs.nlp.annotators.ChunkTokenizer"><a class="tplshow" href="com/johnsnowlabs/nlp/annotators/ChunkTokenizer$.html" target="template"><span class="object">(object)</span></a><a class="tplshow" href="com/johnsnowlabs/nlp/annotators/ChunkTokenizer.html" target="template"><span class="class">(class)</span><span class="tplLink">ChunkTokenizer</span></a></li><li title="com.johnsnowlabs.nlp.annotators.DateMatcher"><a class="tplshow" href="com/johnsnowlabs/nlp/annotators/DateMatcher$.html" target="template"><span class="object">(object)</span></a><a class="tplshow" href="com/johnsnowlabs/nlp/annotators/DateMatcher.html" target="template"><span class="class">(class)</span><span class="tplLink">DateMatcher</span></a></li><li title="com.johnsnowlabs.nlp.annotators.EnglishStemmer"><a class="tplshow" href="com/johnsnowlabs/nlp/annotators/EnglishStemmer$.html" target="template"><span class="object">(object)</span><div class="placeholder"></div><span class="tplLink">EnglishStemmer</span></a></li><li title="com.johnsnowlabs.nlp.annotators.Lemmatizer"><a class="tplshow" href="com/johnsnowlabs/nlp/annotators/Lemmatizer$.html" target="template"><span class="object">(object)</span></a><a class="tplshow" href="com/johnsnowlabs/nlp/annotators/Lemmatizer.html" target="template"><span class="class">(class)</span><span class="tplLink">Lemmatizer</span></a></li><li title="com.johnsnowlabs.nlp.annotators.LemmatizerModel"><a class="tplshow" href="com/johnsnowlabs/nlp/annotators/LemmatizerModel$.html" target="template"><span class="object">(object)</span></a><a class="tplshow" href="com/johnsnowlabs/nlp/annotators/LemmatizerModel.html" target="template"><span class="class">(class)</span><span class="tplLink">LemmatizerModel</span></a></li><li title="com.johnsnowlabs.nlp.annotators.Normalizer"><a class="tplshow" href="com/johnsnowlabs/nlp/annotators/Normalizer$.html" target="template"><span class="object">(object)</span></a><a class="tplshow" href="com/johnsnowlabs/nlp/annotators/Normalizer.html" target="template"><span class="class">(class)</span><span class="tplLink">Normalizer</span></a></li><li title="com.johnsnowlabs.nlp.annotators.NormalizerModel"><a class="tplshow" href="com/johnsnowlabs/nlp/annotators/NormalizerModel$.html" target="template"><span class="object">(object)</span></a><a class="tplshow" href="com/johnsnowlabs/nlp/annotators/NormalizerModel.html" target="template"><span class="class">(class)</span><span class="tplLink">NormalizerModel</span></a></li><li title="com.johnsnowlabs.nlp.annotators.PretrainedLemmatizer"><div 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diff --git a/docs/api/index/index-a.html b/docs/api/index/index-a.html
new file mode 100644
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--- /dev/null
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+<html>
+        <head>
+          <title></title>
+          <meta name="description" content="" />
+          <meta name="keywords" content="" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../lib/ref-index.css" media="screen" type="text/css" rel="stylesheet" />
+      <script type="text/javascript" src="../lib/jquery.js"></script>
+    
+        </head>
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> </div>
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> </div>
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticContentFormatter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter">PragmaticContentFormatter</a> </div>
+    </div><div class="entry">
+      <div class="name">formatQuotationMarkInQuotationFactory</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticContentFormatter$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.PragmaticContentFormatter">PragmaticContentFormatter</a> </div>
+    </div><div class="entry">
+      <div class="name">formats</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/param/AnnotatorParam.html" class="extype" name="com.johnsnowlabs.nlp.annotators.param.AnnotatorParam">AnnotatorParam</a> <a href="../com/johnsnowlabs/nlp/pretrained/ResourceMetadata$.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceMetadata">ResourceMetadata</a> </div>
+    </div><div class="entry">
+      <div class="name">frequency</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/ml/crf/AttrStat.html" class="extype" name="com.johnsnowlabs.ml.crf.AttrStat">AttrStat</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel$SuggestedWord.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel.SuggestedWord">SuggestedWord</a> </div>
+    </div><div class="entry">
+      <div class="name">frequencyPriority</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a> </div>
+    </div><div class="entry">
+      <div class="name">frequencyThreshold</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a> </div>
+    </div><div class="entry">
+      <div class="name">fromIOB</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/NerTagsEncoding$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerTagsEncoding">NerTagsEncoding</a> </div>
+    </div><div class="entry">
+      <div class="name">fromJava</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/util/io/ExternalResource$.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ExternalResource">ExternalResource</a> </div>
+    </div><div class="entry">
+      <div class="name">fromTexts</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/common/Sentence$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Sentence">Sentence</a> </div>
+    </div><div class="entry">
+      <div class="name">fs</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/pretrained/ResourceDownloader.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader">ResourceDownloader</a> <a href="../com/johnsnowlabs/nlp/util/io/ResourceHelper$$SourceStream.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ResourceHelper.SourceStream">SourceStream</a> </div>
+    </div><div class="entry">
+      <div class="name">fullAnnotate</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/LightPipeline.html" class="extype" name="com.johnsnowlabs.nlp.LightPipeline">LightPipeline</a> </div>
+    </div><div class="entry">
+      <div class="name">fullAnnotateJava</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/LightPipeline.html" class="extype" name="com.johnsnowlabs.nlp.LightPipeline">LightPipeline</a> </div>
+    </div><div class="entry">
+      <div class="name">functions</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a> </div>
+    </div></body>
+      </html>
diff --git a/docs/api/index/index-g.html b/docs/api/index/index-g.html
new file mode 100644
index 00000000000000..80002a3af6b329
--- /dev/null
+++ b/docs/api/index/index-g.html
@@ -0,0 +1,650 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title></title>
+          <meta name="description" content="" />
+          <meta name="keywords" content="" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../lib/ref-index.css" media="screen" type="text/css" rel="stylesheet" />
+      <script type="text/javascript" src="../lib/jquery.js"></script>
+    
+        </head>
+        <body><div class="entry">
+      <div class="name">GreedyTransition</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/dep/package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep">dep</a> </div>
+    </div><div class="entry">
+      <div class="name">GreedyTransitionApproach</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition">GreedyTransition</a> </div>
+    </div><div class="entry">
+      <div class="name">gamma</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a> </div>
+    </div><div class="entry">
+      <div class="name">genVocab</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">generate</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/crf/FeatureGenerator.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator">FeatureGenerator</a> </div>
+    </div><div class="entry">
+      <div class="name">generateDataset</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/crf/FeatureGenerator.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator">FeatureGenerator</a> </div>
+    </div><div class="entry">
+      <div class="name">generateTransducer</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/context/parser/RegexParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser">RegexParser</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/context/parser/SpecialClassParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser">SpecialClassParser</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/context/parser/VocabParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser">VocabParser</a> </div>
+    </div><div class="entry">
+      <div class="name">get</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a> <a href="../com/johnsnowlabs/nlp/annotators/ner/crf/DictionaryFeatures.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures">DictionaryFeatures</a> <a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyArcList.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyArcList">DependencyArcList</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/context/HasTransducerFeatures.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a> <a href="../com/johnsnowlabs/nlp/serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a> </div>
+    </div><div class="entry">
+      <div class="name">getActiveSparkSession</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/util/io/ResourceHelper$.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ResourceHelper">ResourceHelper</a> </div>
+    </div><div class="entry">
+      <div class="name">getAnnotationSplitSymbol</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Finisher.html" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a> </div>
+    </div><div class="entry">
+      <div class="name">getAnnotationType</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/training/CoNLL.html" class="extype" name="com.johnsnowlabs.nlp.training.CoNLL">CoNLL</a> </div>
+    </div><div class="entry">
+      <div class="name">getAnnotations</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Annotation$.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a> <a href="../com/johnsnowlabs/nlp/annotators/common/Tagged.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a> </div>
+    </div><div class="entry">
+      <div class="name">getBatchSize</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">getBegin</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/ConllData.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData">ConllData</a> <a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/util/DependencyLabel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel">DependencyLabel</a> </div>
+    </div><div class="entry">
+      <div class="name">getBegins</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyInstance.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance">DependencyInstance</a> </div>
+    </div><div class="entry">
+      <div class="name">getBucketId</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/ml/tensorflow/SentenceGrouper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.SentenceGrouper">SentenceGrouper</a> </div>
+    </div><div class="entry">
+      <div class="name">getCaseSensitive</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/TextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a> <a href="../com/johnsnowlabs/nlp/annotators/TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a> <a href="../com/johnsnowlabs/nlp/embeddings/HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a> </div>
+    </div><div class="entry">
+      <div class="name">getCaseWordType</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getChunkCol</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a> </div>
+    </div><div class="entry">
+      <div class="name">getClassCandidates</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getCleanAnnotations</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Finisher.html" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a> </div>
+    </div><div class="entry">
+      <div class="name">getCleanupMode</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/DocumentAssembler.html" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a> </div>
+    </div><div class="entry">
+      <div class="name">getCleanupPatterns</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a> <a href="../com/johnsnowlabs/nlp/annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getClusterEmbeddings</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/embeddings/HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a> </div>
+    </div><div class="entry">
+      <div class="name">getClusterFilename</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/embeddings/EmbeddingsHelper$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper">EmbeddingsHelper</a> </div>
+    </div><div class="entry">
+      <div class="name">getColumnByType</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Annotation$.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a> </div>
+    </div><div class="entry">
+      <div class="name">getCompositeTokens</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> </div>
+    </div><div class="entry">
+      <div class="name">getConfigPath</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/util/ConfigLoader$.html" class="extype" name="com.johnsnowlabs.util.ConfigLoader">ConfigLoader</a> </div>
+    </div><div class="entry">
+      <div class="name">getConfigProtoBytes</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a> <a href="../com/johnsnowlabs/nlp/embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a> </div>
+    </div><div class="entry">
+      <div class="name">getConfigValue</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/util/ConfigHelper$.html" class="extype" name="com.johnsnowlabs.util.ConfigHelper">ConfigHelper</a> </div>
+    </div><div class="entry">
+      <div class="name">getConfigValueOrElse</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/util/ConfigHelper$.html" class="extype" name="com.johnsnowlabs.util.ConfigHelper">ConfigHelper</a> </div>
+    </div><div class="entry">
+      <div class="name">getContextChars</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> </div>
+    </div><div class="entry">
+      <div class="name">getCustomBounds</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sbd/SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a> </div>
+    </div><div class="entry">
+      <div class="name">getDL</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/Parameters.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters">Parameters</a> </div>
+    </div><div class="entry">
+      <div class="name">getDeepSegmentedSentences</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sbd/deep/DeepSentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a> </div>
+    </div><div class="entry">
+      <div class="name">getDeletes</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">getDeletesThreshold</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a> </div>
+    </div><div class="entry">
+      <div class="name">getDepNumBits</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/feature/SyntacticFeatureFactory.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory">SyntacticFeatureFactory</a> </div>
+    </div><div class="entry">
+      <div class="name">getDepRel</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/ConllData.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData">ConllData</a> </div>
+    </div><div class="entry">
+      <div class="name">getDependency</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/util/DependencyLabel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel">DependencyLabel</a> </div>
+    </div><div class="entry">
+      <div class="name">getDependencyAsArray</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker">DependencyMaker</a> </div>
+    </div><div class="entry">
+      <div class="name">getDependencyLabelIds</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyInstance.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance">DependencyInstance</a> </div>
+    </div><div class="entry">
+      <div class="name">getDependencyLabels</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/io/ConllWriter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter">ConllWriter</a> </div>
+    </div><div class="entry">
+      <div class="name">getDependencyParsedSentence</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getDependencyPipe</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/TrainDependencies.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TrainDependencies">TrainDependencies</a> </div>
+    </div><div class="entry">
+      <div class="name">getDictionaries</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/util/DictionarySet.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet">DictionarySet</a> </div>
+    </div><div class="entry">
+      <div class="name">getDictionariesSet</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyPipe.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe">DependencyPipe</a> </div>
+    </div><div class="entry">
+      <div class="name">getDictionary</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Lemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a> <a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/util/DictionarySet.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet">DictionarySet</a> </div>
+    </div><div class="entry">
+      <div class="name">getDictionarySize</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/util/DictionarySet.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet">DictionarySet</a> </div>
+    </div><div class="entry">
+      <div class="name">getDictionarySuggestions</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getDimension</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/embeddings/HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a> </div>
+    </div><div class="entry">
+      <div class="name">getDocument</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sbd/deep/DeepSentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a> </div>
+    </div><div class="entry">
+      <div class="name">getDoubleVariants</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a> </div>
+    </div><div class="entry">
+      <div class="name">getDropout</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">getDupsLimit</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a> </div>
+    </div><div class="entry">
+      <div class="name">getEmbeddings</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/embeddings/HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a> </div>
+    </div><div class="entry">
+      <div class="name">getEmbeddingsFormat</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a> </div>
+    </div><div class="entry">
+      <div class="name">getEmbeddingsRef</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/embeddings/HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a> </div>
+    </div><div class="entry">
+      <div class="name">getEmbeddingsVector</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/embeddings/WordEmbeddingsRetriever.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsRetriever">WordEmbeddingsRetriever</a> </div>
+    </div><div class="entry">
+      <div class="name">getEnd</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/ConllData.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData">ConllData</a> <a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/util/DependencyLabel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel">DependencyLabel</a> </div>
+    </div><div class="entry">
+      <div class="name">getEnds</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyInstance.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance">DependencyInstance</a> </div>
+    </div><div class="entry">
+      <div class="name">getExceptionTokens</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> </div>
+    </div><div class="entry">
+      <div class="name">getExplodeSentences</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sbd/SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a> </div>
+    </div><div class="entry">
+      <div class="name">getFailOnMissing</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a> </div>
+    </div><div class="entry">
+      <div class="name">getFeatIds</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyInstance.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance">DependencyInstance</a> </div>
+    </div><div class="entry">
+      <div class="name">getFeatureLimit</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getFeatures</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/ml/crf/DatasetEncoder.html" class="extype" name="com.johnsnowlabs.ml.crf.DatasetEncoder">DatasetEncoder</a> <a href="../com/johnsnowlabs/nlp/annotators/parser/dep/Tagger.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.Tagger">Tagger</a> <a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getFieldPath</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a> </div>
+    </div><div class="entry">
+      <div class="name">getFilesContentBuffer</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/util/io/ResourceHelper$.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ResourceHelper">ResourceHelper</a> </div>
+    </div><div class="entry">
+      <div class="name">getFilesContentTreeBank</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">getFlagBits</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/feature/SyntacticFeatureFactory.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory">SyntacticFeatureFactory</a> </div>
+    </div><div class="entry">
+      <div class="name">getForm</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/ConllData.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData">ConllData</a> </div>
+    </div><div class="entry">
+      <div class="name">getFormIds</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyInstance.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance">DependencyInstance</a> </div>
+    </div><div class="entry">
+      <div class="name">getFormat</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a> </div>
+    </div><div class="entry">
+      <div class="name">getForms</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyInstance.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance">DependencyInstance</a> </div>
+    </div><div class="entry">
+      <div class="name">getFrequency</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/util/Utilities$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.util.Utilities">Utilities</a> </div>
+    </div><div class="entry">
+      <div class="name">getFrequencyOrHammingRecommendation</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getFrequencyPriority</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a> </div>
+    </div><div class="entry">
+      <div class="name">getFrequencyThreshold</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a> </div>
+    </div><div class="entry">
+      <div class="name">getGoldMoves</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker$CurrentState.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.CurrentState">CurrentState</a> </div>
+    </div><div class="entry">
+      <div class="name">getHead</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/ConllData.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData">ConllData</a> <a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/util/DependencyLabel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel">DependencyLabel</a> </div>
+    </div><div class="entry">
+      <div class="name">getHeadData</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/common/DependencyParsed$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.DependencyParsed">DependencyParsed</a> </div>
+    </div><div class="entry">
+      <div class="name">getHeads</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyInstance.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance">DependencyInstance</a> </div>
+    </div><div class="entry">
+      <div class="name">getIdCol</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/DocumentAssembler.html" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a> </div>
+    </div><div class="entry">
+      <div class="name">getIgnoreUnsupported</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/LightPipeline.html" class="extype" name="com.johnsnowlabs.nlp.LightPipeline">LightPipeline</a> </div>
+    </div><div class="entry">
+      <div class="name">getImportantFeatureRatio</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getIncludeEmbeddings</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/embeddings/HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a> </div>
+    </div><div class="entry">
+      <div class="name">getIncludeMetadata</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Finisher.html" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a> </div>
+    </div><div class="entry">
+      <div class="name">getInfixPatterns</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> </div>
+    </div><div class="entry">
+      <div class="name">getInputCol</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/DocumentAssembler.html" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a> </div>
+    </div><div class="entry">
+      <div class="name">getInputCols</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Finisher.html" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a> <a href="../com/johnsnowlabs/nlp/HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a> </div>
+    </div><div class="entry">
+      <div class="name">getIntersections</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a> </div>
+    </div><div class="entry">
+      <div class="name">getIsArray</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a> </div>
+    </div><div class="entry">
+      <div class="name">getLabel</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/util/DependencyLabel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel">DependencyLabel</a> </div>
+    </div><div class="entry">
+      <div class="name">getLabelsFromSentences</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/common/Tagged.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a> </div>
+    </div><div class="entry">
+      <div class="name">getLabelsFromTaggedSentences</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/common/Tagged.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a> </div>
+    </div><div class="entry">
+      <div class="name">getLanguage</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a> </div>
+    </div><div class="entry">
+      <div class="name">getLemma</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/ConllData.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData">ConllData</a> </div>
+    </div><div class="entry">
+      <div class="name">getLemmaIds</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyInstance.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance">DependencyInstance</a> </div>
+    </div><div class="entry">
+      <div class="name">getLemmas</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyInstance.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance">DependencyInstance</a> </div>
+    </div><div class="entry">
+      <div class="name">getLength</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/ml/tensorflow/SentenceGrouper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.SentenceGrouper">SentenceGrouper</a> <a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyInstance.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance">DependencyInstance</a> </div>
+    </div><div class="entry">
+      <div class="name">getLocalEmbeddingsPath</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/embeddings/EmbeddingsHelper$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.EmbeddingsHelper">EmbeddingsHelper</a> </div>
+    </div><div class="entry">
+      <div class="name">getLocalRetriever</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/embeddings/ClusterWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ClusterWordEmbeddings">ClusterWordEmbeddings</a> </div>
+    </div><div class="entry">
+      <div class="name">getLogName</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/ml/tensorflow/Logging.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.Logging">Logging</a> <a href="../com/johnsnowlabs/ml/tensorflow/TensorflowNer.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowNer">TensorflowNer</a> <a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">getLowerCase</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a> </div>
+    </div><div class="entry">
+      <div class="name">getLowercase</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a> <a href="../com/johnsnowlabs/nlp/annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getLr</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">getMap</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/util/Dictionary.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary">Dictionary</a> </div>
+    </div><div class="entry">
+      <div class="name">getMapAsString</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/util/Dictionary.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary">Dictionary</a> </div>
+    </div><div class="entry">
+      <div class="name">getMaxEditDistance</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a> </div>
+    </div><div class="entry">
+      <div class="name">getMaxLength</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sbd/SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a> </div>
+    </div><div class="entry">
+      <div class="name">getMaxSentenceLength</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a> </div>
+    </div><div class="entry">
+      <div class="name">getMetadata</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/ml/crf/DatasetEncoder.html" class="extype" name="com.johnsnowlabs.ml.crf.DatasetEncoder">DatasetEncoder</a> </div>
+    </div><div class="entry">
+      <div class="name">getMetadataCol</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/DocumentAssembler.html" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a> </div>
+    </div><div class="entry">
+      <div class="name">getModel</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getModelIfNotSet</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a> <a href="../com/johnsnowlabs/nlp/embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a> </div>
+    </div><div class="entry">
+      <div class="name">getName</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/crf/FeatureGenerator.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator">FeatureGenerator</a> </div>
+    </div><div class="entry">
+      <div class="name">getNegative</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getNerEntities</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sbd/deep/DeepSentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a> </div>
+    </div><div class="entry">
+      <div class="name">getNumEntries</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/util/Dictionary.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary">Dictionary</a> </div>
+    </div><div class="entry">
+      <div class="name">getNumberLabeledArcFeatures</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/feature/SyntacticFeatureFactory.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory">SyntacticFeatureFactory</a> </div>
+    </div><div class="entry">
+      <div class="name">getNumberOfIterations</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">getNumberOfTrainingIterations</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/Options.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.Options">Options</a> </div>
+    </div><div class="entry">
+      <div class="name">getNumberWordFeatures</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/Parameters.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters">Parameters</a> <a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/feature/SyntacticFeatureFactory.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory">SyntacticFeatureFactory</a> </div>
+    </div><div class="entry">
+      <div class="name">getOptions</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyPipe.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe">DependencyPipe</a> <a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/TrainDependencies.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TrainDependencies">TrainDependencies</a> <a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParser">TypedDependencyParser</a> </div>
+    </div><div class="entry">
+      <div class="name">getOrDefault</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a> </div>
+    </div><div class="entry">
+      <div class="name">getOrElse</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/ml/tensorflow/NerDatasetEncoder.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.NerDatasetEncoder">NerDatasetEncoder</a> </div>
+    </div><div class="entry">
+      <div class="name">getOrElseUpdate</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/util/LruMap.html" class="extype" name="com.johnsnowlabs.nlp.util.LruMap">LruMap</a> </div>
+    </div><div class="entry">
+      <div class="name">getOutputAsArray</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Finisher.html" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a> </div>
+    </div><div class="entry">
+      <div class="name">getOutputCol</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a> </div>
+    </div><div class="entry">
+      <div class="name">getOutputCols</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Finisher.html" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a> </div>
+    </div><div class="entry">
+      <div class="name">getParameters</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/TrainDependencies.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TrainDependencies">TrainDependencies</a> </div>
+    </div><div class="entry">
+      <div class="name">getParamsL</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/Parameters.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters">Parameters</a> </div>
+    </div><div class="entry">
+      <div class="name">getPerceptronAsIterator</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/dep/Tagger.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.Tagger">Tagger</a> </div>
+    </div><div class="entry">
+      <div class="name">getPiecesTags</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/ml/tensorflow/TensorflowNer.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowNer">TensorflowNer</a> </div>
+    </div><div class="entry">
+      <div class="name">getPo</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">getPositive</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getPrefix</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/crf/FeatureGenerator.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator">FeatureGenerator</a> </div>
+    </div><div class="entry">
+      <div class="name">getPrefixPattern</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> </div>
+    </div><div class="entry">
+      <div class="name">getPrint</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/util/Benchmark$.html" class="extype" name="com.johnsnowlabs.util.Benchmark">Benchmark</a> </div>
+    </div><div class="entry">
+      <div class="name">getRandomValueFromList</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/util/Utilities$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.util.Utilities">Utilities</a> </div>
+    </div><div class="entry">
+      <div class="name">getReductLimit</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a> </div>
+    </div><div class="entry">
+      <div class="name">getRegexParsers</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a> </div>
+    </div><div class="entry">
+      <div class="name">getResourceFile</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/util/io/ResourceHelper$.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ResourceHelper">ResourceHelper</a> </div>
+    </div><div class="entry">
+      <div class="name">getResourceStream</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/util/io/ResourceHelper$.html" class="extype" name="com.johnsnowlabs.nlp.util.io.ResourceHelper">ResourceHelper</a> </div>
+    </div><div class="entry">
+      <div class="name">getResult</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getResultByFrequency</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getResultByHamming</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getRules</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getScale</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/ml/crf/L2DecayStrategy.html" class="extype" name="com.johnsnowlabs.ml.crf.L2DecayStrategy">L2DecayStrategy</a> </div>
+    </div><div class="entry">
+      <div class="name">getScore</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/util/ScoreCollector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector">ScoreCollector</a> </div>
+    </div><div class="entry">
+      <div class="name">getScoreFrequency</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getSession</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a> </div>
+    </div><div class="entry">
+      <div class="name">getShape</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/crf/FeatureGenerator.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator">FeatureGenerator</a> </div>
+    </div><div class="entry">
+      <div class="name">getShortCircuit</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a> </div>
+    </div><div class="entry">
+      <div class="name">getSlangDict</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getSlangMatchCase</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a> <a href="../com/johnsnowlabs/nlp/annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getSortedWordsByFrequency</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getSortedWordsByHamming</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getSourcePath</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a> </div>
+    </div><div class="entry">
+      <div class="name">getSplitChars</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> </div>
+    </div><div class="entry">
+      <div class="name">getStages</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/LightPipeline.html" class="extype" name="com.johnsnowlabs.nlp.LightPipeline">LightPipeline</a> </div>
+    </div><div class="entry">
+      <div class="name">getStartCol</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a> </div>
+    </div><div class="entry">
+      <div class="name">getStartColByTokenIndex</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a> </div>
+    </div><div class="entry">
+      <div class="name">getStrategy</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/RegexMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a> <a href="../com/johnsnowlabs/nlp/annotators/RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getSuffix</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/crf/FeatureGenerator.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator">FeatureGenerator</a> </div>
+    </div><div class="entry">
+      <div class="name">getSuffixPattern</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> </div>
+    </div><div class="entry">
+      <div class="name">getSuggestedCorrections</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getSymmetricSuggestions</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getT</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/Parameters.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters">Parameters</a> </div>
+    </div><div class="entry">
+      <div class="name">getTagNumBits</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/feature/SyntacticFeatureFactory.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory">SyntacticFeatureFactory</a> </div>
+    </div><div class="entry">
+      <div class="name">getTaggedBook</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/pos/perceptron/AveragedPerceptron.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron">AveragedPerceptron</a> </div>
+    </div><div class="entry">
+      <div class="name">getTaggerAsIterator</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/dep/Tagger.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.Tagger">Tagger</a> </div>
+    </div><div class="entry">
+      <div class="name">getTargetPattern</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> </div>
+    </div><div class="entry">
+      <div class="name">getTrainValidationProp</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">getTrainingFile</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">getTrainingSentences</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">getTrainingSentencesFromConllU</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">getType</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/crf/FeatureGenerator.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator">FeatureGenerator</a> </div>
+    </div><div class="entry">
+      <div class="name">getTypes</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyPipe.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe">DependencyPipe</a> </div>
+    </div><div class="entry">
+      <div class="name">getU</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/Parameters.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters">Parameters</a> </div>
+    </div><div class="entry">
+      <div class="name">getU2</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/Parameters.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters">Parameters</a> </div>
+    </div><div class="entry">
+      <div class="name">getUPos</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/ConllData.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData">ConllData</a> </div>
+    </div><div class="entry">
+      <div class="name">getUPosTagIds</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyInstance.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance">DependencyInstance</a> </div>
+    </div><div class="entry">
+      <div class="name">getUPosTags</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyInstance.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance">DependencyInstance</a> </div>
+    </div><div class="entry">
+      <div class="name">getUnimportantFeatureStep</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getUnpunctuatedSentences</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sbd/deep/DeepSentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a> </div>
+    </div><div class="entry">
+      <div class="name">getUseAbbreviations</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sbd/SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a> </div>
+    </div><div class="entry">
+      <div class="name">getUseContrib</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">getUseCustomBoundsOnly</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sbd/SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a> </div>
+    </div><div class="entry">
+      <div class="name">getV</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/Parameters.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters">Parameters</a> </div>
+    </div><div class="entry">
+      <div class="name">getV2</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/Parameters.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters">Parameters</a> </div>
+    </div><div class="entry">
+      <div class="name">getValidMoves</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker$CurrentState.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.CurrentState">CurrentState</a> </div>
+    </div><div class="entry">
+      <div class="name">getValueSplitSymbol</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Finisher.html" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a> </div>
+    </div><div class="entry">
+      <div class="name">getVocabCandidates</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a> </div>
+    </div><div class="entry">
+      <div class="name">getVowelSwapLimit</div>
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+          
+      <link href="../lib/ref-index.css" media="screen" type="text/css" rel="stylesheet" />
+      <script type="text/javascript" src="../lib/jquery.js"></script>
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+        </head>
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+          
+      <link href="../lib/ref-index.css" media="screen" type="text/css" rel="stylesheet" />
+      <script type="text/javascript" src="../lib/jquery.js"></script>
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+      <script type="text/javascript" src="../lib/jquery.js"></script>
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a> <a href="../com/johnsnowlabs/nlp/serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a> <a href="../com/johnsnowlabs/nlp/serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a> <a href="../com/johnsnowlabs/nlp/serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a> <a href="../com/johnsnowlabs/nlp/serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a> <a href="../com/johnsnowlabs/nlp/serialization/TransducerFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerFeature">TransducerFeature</a> <a href="../com/johnsnowlabs/nlp/serialization/TransducerSeqFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.TransducerSeqFeature">TransducerSeqFeature</a> </div>
+    </div><div class="entry">
+      <div class="name">set</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/context/HasTransducerFeatures.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a> </div>
+    </div><div class="entry">
+      <div class="name">setAnnotationSplitSymbol</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Finisher.html" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a> </div>
+    </div><div class="entry">
+      <div class="name">setAsLoaded</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/embeddings/HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a> </div>
+    </div><div class="entry">
+      <div class="name">setBatchSize</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a> <a href="../com/johnsnowlabs/nlp/embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a> </div>
+    </div><div class="entry">
+      <div class="name">setBegin</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/ConllData.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData">ConllData</a> </div>
+    </div><div class="entry">
+      <div class="name">setBlackListMinFreq</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">setC0</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">setCaseSensitive</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/TextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a> <a href="../com/johnsnowlabs/nlp/annotators/TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a> <a href="../com/johnsnowlabs/nlp/embeddings/HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a> </div>
+    </div><div class="entry">
+      <div class="name">setChunkCol</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a> </div>
+    </div><div class="entry">
+      <div class="name">setClasses</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setCleanAnnotations</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Finisher.html" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a> </div>
+    </div><div class="entry">
+      <div class="name">setCleanupMode</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/DocumentAssembler.html" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a> </div>
+    </div><div class="entry">
+      <div class="name">setCleanupPatterns</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a> <a href="../com/johnsnowlabs/nlp/annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setCompositeTokens</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> </div>
+    </div><div class="entry">
+      <div class="name">setConfigProtoBytes</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a> <a href="../com/johnsnowlabs/nlp/embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a> </div>
+    </div><div class="entry">
+      <div class="name">setConll2009</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">setConllFormat</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setConllU</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">setContextChars</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> </div>
+    </div><div class="entry">
+      <div class="name">setCorpus</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a> </div>
+    </div><div class="entry">
+      <div class="name">setCorpusPrune</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">setCounters</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/util/DictionarySet.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet">DictionarySet</a> </div>
+    </div><div class="entry">
+      <div class="name">setCustomBounds</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sbd/SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a> </div>
+    </div><div class="entry">
+      <div class="name">setDatasetParams</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setDecrementMultipler</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setDecrementMultiplier</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a> </div>
+    </div><div class="entry">
+      <div class="name">setDefault</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/context/HasTransducerFeatures.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a> </div>
+    </div><div class="entry">
+      <div class="name">setDeletesThreshold</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a> </div>
+    </div><div class="entry">
+      <div class="name">setDepNumBits</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/feature/SyntacticFeatureFactory.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory">SyntacticFeatureFactory</a> </div>
+    </div><div class="entry">
+      <div class="name">setDependencyPipe</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/TrainDependencies.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TrainDependencies">TrainDependencies</a> <a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setDependencyTreeBank</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">setDerivedWords</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setDictionariesSet</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyPipe.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe">DependencyPipe</a> </div>
+    </div><div class="entry">
+      <div class="name">setDictionary</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Lemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a> <a href="../com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setDictionaryFeatures</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setDimension</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/embeddings/HasEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddings">HasEmbeddings</a> </div>
+    </div><div class="entry">
+      <div class="name">setDoubleVariants</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a> </div>
+    </div><div class="entry">
+      <div class="name">setDropout</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">setDupsLimit</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a> </div>
+    </div><div class="entry">
+      <div class="name">setEmbeddingsFormat</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a> </div>
+    </div><div class="entry">
+      <div class="name">setEmbeddingsRef</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/embeddings/HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a> </div>
+    </div><div class="entry">
+      <div class="name">setEmbeddingsSource</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a> </div>
+    </div><div class="entry">
+      <div class="name">setEnd</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/ConllData.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData">ConllData</a> </div>
+    </div><div class="entry">
+      <div class="name">setEndPunctuation</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sbd/deep/DeepSentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a> </div>
+    </div><div class="entry">
+      <div class="name">setEntities</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/TextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a> <a href="../com/johnsnowlabs/nlp/annotators/TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a> <a href="../com/johnsnowlabs/nlp/annotators/ner/NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setExceptionTokens</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> </div>
+    </div><div class="entry">
+      <div class="name">setExplodeSentences</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sbd/SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a> </div>
+    </div><div class="entry">
+      <div class="name">setExternalFeatures</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">setFailOnMissing</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a> </div>
+    </div><div class="entry">
+      <div class="name">setFallback</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a> </div>
+    </div><div class="entry">
+      <div class="name">setFeatureLimit</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setFlagBits</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/feature/SyntacticFeatureFactory.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory">SyntacticFeatureFactory</a> </div>
+    </div><div class="entry">
+      <div class="name">setForm</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/ConllData.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData">ConllData</a> </div>
+    </div><div class="entry">
+      <div class="name">setFormat</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a> </div>
+    </div><div class="entry">
+      <div class="name">setFrequencyPriority</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a> </div>
+    </div><div class="entry">
+      <div class="name">setFrequencyThreshold</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a> </div>
+    </div><div class="entry">
+      <div class="name">setGamma</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setGammaLabel</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/Parameters.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters">Parameters</a> </div>
+    </div><div class="entry">
+      <div class="name">setGraphFolder</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">setGrowthStopped</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/util/Dictionary.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary">Dictionary</a> </div>
+    </div><div class="entry">
+      <div class="name">setHead</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/ConllData.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData">ConllData</a> </div>
+    </div><div class="entry">
+      <div class="name">setIdCol</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/DocumentAssembler.html" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a> </div>
+    </div><div class="entry">
+      <div class="name">setIgnoreUnsupported</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/LightPipeline.html" class="extype" name="com.johnsnowlabs.nlp.LightPipeline">LightPipeline</a> </div>
+    </div><div class="entry">
+      <div class="name">setImportantFeatureRatio</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setIncludeConfidence</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setIncludeEmbeddings</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/embeddings/HasWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasWordEmbeddings">HasWordEmbeddings</a> </div>
+    </div><div class="entry">
+      <div class="name">setIncludeMetadata</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Finisher.html" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a> </div>
+    </div><div class="entry">
+      <div class="name">setIncludePragmaticSegmenter</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sbd/deep/DeepSentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a> </div>
+    </div><div class="entry">
+      <div class="name">setIncrementMultipler</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setIncrementMultiplier</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a> </div>
+    </div><div class="entry">
+      <div class="name">setInfixPatterns</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> </div>
+    </div><div class="entry">
+      <div class="name">setInputCol</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/DocumentAssembler.html" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a> </div>
+    </div><div class="entry">
+      <div class="name">setInputCols</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Finisher.html" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a> <a href="../com/johnsnowlabs/nlp/HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a> </div>
+    </div><div class="entry">
+      <div class="name">setIntersections</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a> </div>
+    </div><div class="entry">
+      <div class="name">setIsArray</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a> </div>
+    </div><div class="entry">
+      <div class="name">setL2</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">setLMClasses</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">setLabelColumn</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">setLanguage</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a> </div>
+    </div><div class="entry">
+      <div class="name">setLemma</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/ConllData.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData">ConllData</a> </div>
+    </div><div class="entry">
+      <div class="name">setLemmaDict</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setLongestWordLength</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a> </div>
+    </div><div class="entry">
+      <div class="name">setLossEps</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">setLowerCase</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a> </div>
+    </div><div class="entry">
+      <div class="name">setLowercase</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a> <a href="../com/johnsnowlabs/nlp/annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setLr</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">setMap</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/util/Dictionary.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary">Dictionary</a> </div>
+    </div><div class="entry">
+      <div class="name">setMapAsString</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/util/Dictionary.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary">Dictionary</a> </div>
+    </div><div class="entry">
+      <div class="name">setMaxCandidates</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">setMaxEditDistance</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a> </div>
+    </div><div class="entry">
+      <div class="name">setMaxEpochs</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">setMaxFrequency</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a> </div>
+    </div><div class="entry">
+      <div class="name">setMaxLength</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sbd/SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a> </div>
+    </div><div class="entry">
+      <div class="name">setMaxSentenceLength</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a> </div>
+    </div><div class="entry">
+      <div class="name">setMaxWindowLen</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setMetadataCol</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/DocumentAssembler.html" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a> </div>
+    </div><div class="entry">
+      <div class="name">setMinCount</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">setMinEpochs</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">setMinFrequency</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams">SymmetricDeleteParams</a> </div>
+    </div><div class="entry">
+      <div class="name">setMinProbability</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setMinW</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">setModel</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a> <a href="../com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setModelIfNotSet</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a> <a href="../com/johnsnowlabs/nlp/embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a> </div>
+    </div><div class="entry">
+      <div class="name">setNIterations</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a> </div>
+    </div><div class="entry">
+      <div class="name">setNegativeMultipler</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setNegativeMultiplier</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a> </div>
+    </div><div class="entry">
+      <div class="name">setNumEntries</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/util/Dictionary.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary">Dictionary</a> </div>
+    </div><div class="entry">
+      <div class="name">setNumberOfIterations</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">setNumberOfTrainingIterations</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/Options.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.Options">Options</a> </div>
+    </div><div class="entry">
+      <div class="name">setOptions</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyPipe.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe">DependencyPipe</a> <a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/TrainDependencies.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TrainDependencies">TrainDependencies</a> <a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParser.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParser">TypedDependencyParser</a> <a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setOutputAsArray</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Finisher.html" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a> </div>
+    </div><div class="entry">
+      <div class="name">setOutputCol</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a> </div>
+    </div><div class="entry">
+      <div class="name">setOutputCols</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Finisher.html" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a> </div>
+    </div><div class="entry">
+      <div class="name">setParameters</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/TrainDependencies.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TrainDependencies">TrainDependencies</a> </div>
+    </div><div class="entry">
+      <div class="name">setPerceptron</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setPo</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">setPosColumn</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a> </div>
+    </div><div class="entry">
+      <div class="name">setPositiveMultipler</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setPositiveMultiplier</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a> </div>
+    </div><div class="entry">
+      <div class="name">setPrefixPattern</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> </div>
+    </div><div class="entry">
+      <div class="name">setPrefixes</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/SimpleTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">setPrint</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/util/Benchmark$.html" class="extype" name="com.johnsnowlabs.util.Benchmark">Benchmark</a> </div>
+    </div><div class="entry">
+      <div class="name">setRandomSeed</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">setRankFirstOrderTensor</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/Parameters.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters">Parameters</a> </div>
+    </div><div class="entry">
+      <div class="name">setRankSecondOrderTensor</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/Parameters.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters">Parameters</a> </div>
+    </div><div class="entry">
+      <div class="name">setReductLimit</div>
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+    </div><div class="entry">
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a> </div>
+    </div><div class="entry">
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+    </div><div class="entry">
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a> </div>
+    </div><div class="entry">
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/RegexMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a> <a href="../com/johnsnowlabs/nlp/annotators/RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a> <a href="../com/johnsnowlabs/nlp/util/regex/RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a> </div>
+    </div><div class="entry">
+      <div class="name">setSentimentCol</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a> </div>
+    </div><div class="entry">
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+    </div><div class="entry">
+      <div class="name">setShortCircuit</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a> </div>
+    </div><div class="entry">
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a> </div>
+    </div><div class="entry">
+      <div class="name">setSlangDictionary</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a> </div>
+    </div><div class="entry">
+      <div class="name">setSlangMatchCase</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a> <a href="../com/johnsnowlabs/nlp/annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a> </div>
+    </div><div class="entry">
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a> </div>
+    </div><div class="entry">
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a> </div>
+    </div><div class="entry">
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a> </div>
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a> </div>
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+    </div><div class="entry">
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+    </div><div class="entry">
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/NerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerApproach">NerApproach</a> </div>
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a> </div>
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a> </div>
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a> </div>
+    </div><div class="entry">
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a> </div>
+    </div><div class="entry">
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a> </div>
+    </div><div class="entry">
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/feature/SyntacticFeatureFactory.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.feature.SyntacticFeatureFactory">SyntacticFeatureFactory</a> </div>
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams">NorvigSweetingParams</a> </div>
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+    </div><div class="entry">
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/pretrained/PythonResourceDownloader$.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader">PythonResourceDownloader</a> <a href="../com/johnsnowlabs/nlp/pretrained/ResourceDownloader$.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader">ResourceDownloader</a> </div>
+    </div><div class="entry">
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/pretrained/ResourceDownloader$.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader">ResourceDownloader</a> </div>
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/pretrained/PythonResourceDownloader$.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader">PythonResourceDownloader</a> <a href="../com/johnsnowlabs/nlp/pretrained/ResourceDownloader$.html" class="extype" name="com.johnsnowlabs.nlp.pretrained.ResourceDownloader">ResourceDownloader</a> </div>
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a> </div>
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a> </div>
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a> <a href="../com/johnsnowlabs/nlp/annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a> </div>
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+      <div class="occurrences"><a href="../com/johnsnowlabs/ml/tensorflow/SentenceGrouper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.SentenceGrouper">SentenceGrouper</a> <a href="../com/johnsnowlabs/ml/tensorflow/TensorflowNer.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowNer">TensorflowNer</a> </div>
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+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/util/regex/RuleFactory.html" class="extype" name="com.johnsnowlabs.nlp.util.regex.RuleFactory">RuleFactory</a> </div>
+    </div><div class="entry">
+      <div class="name">transition</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker$CurrentState.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.CurrentState">CurrentState</a> </div>
+    </div><div class="entry">
+      <div class="name">transitions</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/ml/crf/DatasetEncoder.html" class="extype" name="com.johnsnowlabs.ml.crf.DatasetEncoder">DatasetEncoder</a> <a href="../com/johnsnowlabs/ml/crf/DatasetMetadata.html" class="extype" name="com.johnsnowlabs.ml.crf.DatasetMetadata">DatasetMetadata</a> <a href="../com/johnsnowlabs/ml/crf/SerializedDatasetMetadata.html" class="extype" name="com.johnsnowlabs.ml.crf.SerializedDatasetMetadata">SerializedDatasetMetadata</a> </div>
+    </div><div class="entry">
+      <div class="name">truncateSentence</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sbd/SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a> </div>
+    </div><div class="entry">
+      <div class="name">ts</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/dep/Perceptron$WeightLearner.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron.WeightLearner">WeightLearner</a> </div>
+    </div><div class="entry">
+      <div class="name">tupleWords</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/common/TaggedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TaggedSentence">TaggedSentence</a> </div>
+    </div><div class="entry">
+      <div class="name">typdep</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser">parser</a> </div>
+    </div></body>
+      </html>
diff --git a/docs/api/index/index-u.html b/docs/api/index/index-u.html
new file mode 100644
index 00000000000000..491b66e2f21111
--- /dev/null
+++ b/docs/api/index/index-u.html
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+<!DOCTYPE html >
+<html>
+        <head>
+          <title></title>
+          <meta name="description" content="" />
+          <meta name="keywords" content="" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../lib/ref-index.css" media="screen" type="text/css" rel="stylesheet" />
+      <script type="text/javascript" src="../lib/jquery.js"></script>
+    
+        </head>
+        <body><div class="entry">
+      <div class="name">UNPROTECTED_BREAK_INDICATOR</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sbd/pragmatic/RuleSymbols.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.RuleSymbols">RuleSymbols</a> </div>
+    </div><div class="entry">
+      <div class="name">UnitToken</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/context/parser/package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser">parser</a> </div>
+    </div><div class="entry">
+      <div class="name">Utilities</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/util/package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.util">util</a> </div>
+    </div><div class="entry">
+      <div class="name">Utils</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/util/package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.util">util</a> </div>
+    </div><div class="entry">
+      <div class="name">uPos</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/common/ConllSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.ConllSentence">ConllSentence</a> </div>
+    </div><div class="entry">
+      <div class="name">uid</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.Chunk2Doc">Chunk2Doc</a> <a href="../com/johnsnowlabs/nlp/Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a> <a href="../com/johnsnowlabs/nlp/DocumentAssembler.html" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a> <a href="../com/johnsnowlabs/nlp/Finisher.html" class="extype" name="com.johnsnowlabs.nlp.Finisher">Finisher</a> <a href="../com/johnsnowlabs/nlp/RecursivePipeline.html" class="extype" name="com.johnsnowlabs.nlp.RecursivePipeline">RecursivePipeline</a> <a href="../com/johnsnowlabs/nlp/TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a> <a href="../com/johnsnowlabs/nlp/annotators/ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a> <a href="../com/johnsnowlabs/nlp/annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a> <a href="../com/johnsnowlabs/nlp/annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a> <a href="../com/johnsnowlabs/nlp/annotators/Lemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a> <a href="../com/johnsnowlabs/nlp/annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a> <a href="../com/johnsnowlabs/nlp/annotators/Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a> <a href="../com/johnsnowlabs/nlp/annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a> <a href="../com/johnsnowlabs/nlp/annotators/RegexMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a> <a href="../com/johnsnowlabs/nlp/annotators/RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a> <a href="../com/johnsnowlabs/nlp/annotators/SimpleTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.SimpleTokenizer">SimpleTokenizer</a> <a href="../com/johnsnowlabs/nlp/annotators/Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a> <a href="../com/johnsnowlabs/nlp/annotators/TextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a> <a href="../com/johnsnowlabs/nlp/annotators/TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a> <a href="../com/johnsnowlabs/nlp/annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a> <a href="../com/johnsnowlabs/nlp/annotators/ner/NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a> <a href="../com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a> <a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a> <a href="../com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a> <a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a> <a href="../com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a> <a href="../com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a> <a href="../com/johnsnowlabs/nlp/annotators/sbd/deep/DeepSentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.deep.DeepSentenceDetector">DeepSentenceDetector</a> <a href="../com/johnsnowlabs/nlp/annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a> <a href="../com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a> <a href="../com/johnsnowlabs/nlp/annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a> <a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a> <a 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href="../com/johnsnowlabs/nlp/embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a> <a href="../com/johnsnowlabs/nlp/embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a> </div>
+    </div><div class="entry">
+      <div class="name">unimportantFeatureStep</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a> <a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a> </div>
+    </div><div class="entry">
+      <div class="name">unpack</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/common/Annotated.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Annotated">Annotated</a> <a href="../com/johnsnowlabs/nlp/annotators/common/ChunkSplit$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.ChunkSplit">ChunkSplit</a> <a href="../com/johnsnowlabs/nlp/annotators/common/DependencyParsed$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.DependencyParsed">DependencyParsed</a> <a href="../com/johnsnowlabs/nlp/annotators/common/LabeledDependency$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.LabeledDependency">LabeledDependency</a> <a href="../com/johnsnowlabs/nlp/annotators/common/SentenceSplit$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.SentenceSplit">SentenceSplit</a> <a href="../com/johnsnowlabs/nlp/annotators/common/Tagged.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.Tagged">Tagged</a> <a href="../com/johnsnowlabs/nlp/annotators/common/TokenizedWithSentence$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.TokenizedWithSentence">TokenizedWithSentence</a> <a href="../com/johnsnowlabs/nlp/annotators/common/WordpieceEmbeddingsSentence$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence">WordpieceEmbeddingsSentence</a> <a href="../com/johnsnowlabs/nlp/annotators/common/WordpieceTokenized$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceTokenized">WordpieceTokenized</a> </div>
+    </div><div class="entry">
+      <div class="name">unzip</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/util/ZipArchiveUtil$.html" class="extype" name="com.johnsnowlabs.util.ZipArchiveUtil">ZipArchiveUtil</a> </div>
+    </div><div class="entry">
+      <div class="name">update</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/dep/Perceptron.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.Perceptron">Perceptron</a> <a href="../com/johnsnowlabs/nlp/annotators/pos/perceptron/TrainingPerceptronLegacy.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.TrainingPerceptronLegacy">TrainingPerceptronLegacy</a> </div>
+    </div><div class="entry">
+      <div class="name">updateLabel</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/Parameters.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.Parameters">Parameters</a> </div>
+    </div><div class="entry">
+      <div class="name">updateMany</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/pos/perceptron/TupleKeyLongDoubleMapAccumulator.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.TupleKeyLongDoubleMapAccumulator">TupleKeyLongDoubleMapAccumulator</a> </div>
+    </div><div class="entry">
+      <div class="name">useAbbrevations</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sbd/SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a> </div>
+    </div><div class="entry">
+      <div class="name">useBroadcast</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a> </div>
+    </div><div class="entry">
+      <div class="name">useContrib</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a> </div>
+    </div><div class="entry">
+      <div class="name">useCustomBoundsOnly</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sbd/SentenceDetectorParams.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.SentenceDetectorParams">SentenceDetectorParams</a> </div>
+    </div><div class="entry">
+      <div class="name">useNewLines</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a> </div>
+    </div><div class="entry">
+      <div class="name">util</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/parser/typdep/package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep">typdep</a> <a href="../com/johnsnowlabs/nlp/annotators/spell/package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell">spell</a> <a href="../com/johnsnowlabs/nlp/package.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a> <a href="../com/johnsnowlabs/package.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a> </div>
+    </div></body>
+      </html>
diff --git a/docs/api/index/index-v.html b/docs/api/index/index-v.html
new file mode 100644
index 00000000000000..8e2779ff69455c
--- /dev/null
+++ b/docs/api/index/index-v.html
@@ -0,0 +1,101 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <title></title>
+          <meta name="description" content="" />
+          <meta name="keywords" content="" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      <link href="../lib/ref-index.css" media="screen" type="text/css" rel="stylesheet" />
+      <script type="text/javascript" src="../lib/jquery.js"></script>
+    
+        </head>
+        <body><div class="entry">
+      <div class="name">Variables</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/ml/tensorflow/package.html" class="extype" name="com.johnsnowlabs.ml.tensorflow">tensorflow</a> </div>
+    </div><div class="entry">
+      <div class="name">Vector</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/ml/crf/VectorMath$.html" class="extype" name="com.johnsnowlabs.ml.crf.VectorMath">VectorMath</a> </div>
+    </div><div class="entry">
+      <div class="name">VectorMath</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/ml/crf/package.html" class="extype" name="com.johnsnowlabs.ml.crf">crf</a> </div>
+    </div><div class="entry">
+      <div class="name">Verbose</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/ner/package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner">ner</a> </div>
+    </div><div class="entry">
+      <div class="name">Version</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/util/package.html" class="extype" name="com.johnsnowlabs.util">util</a> </div>
+    </div><div class="entry">
+      <div class="name">ViveknPretrainedModel</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn">vivekn</a> </div>
+    </div><div class="entry">
+      <div class="name">ViveknSentimentApproach</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotator/package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a> <a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn">vivekn</a> </div>
+    </div><div class="entry">
+      <div class="name">ViveknSentimentModel</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotator/package.html" class="extype" name="com.johnsnowlabs.nlp.annotator">annotator</a> <a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn">vivekn</a> </div>
+    </div><div class="entry">
+      <div class="name">ViveknSentimentUtils</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn">vivekn</a> </div>
+    </div><div class="entry">
+      <div class="name">ViveknWordCount</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentUtils.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils">ViveknSentimentUtils</a> </div>
+    </div><div class="entry">
+      <div class="name">VocabParser</div>
+      <div class="occurrences"><a href="../com/johnsnowlabs/nlp/annotators/spell/context/parser/package.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.parser">parser</a> </div>
+    </div><div class="entry">
+      <div class="name">validFile</div>
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+        <body><div class="entry">
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diff --git a/docs/api/lib/diagrams.css b/docs/api/lib/diagrams.css
new file mode 100644
index 00000000000000..5fe33f72f5bb4f
--- /dev/null
+++ b/docs/api/lib/diagrams.css
@@ -0,0 +1,143 @@
+.diagram-container
+{
+	display: none;
+}
+
+.diagram
+{
+	overflow: hidden;
+	padding-top:15px;
+}
+
+.diagram svg
+{
+	display: block;
+	position: absolute;
+	visibility: hidden;
+	margin: auto;
+}
+
+.diagram-help
+{
+	float:right;
+	display:none;
+}
+
+.magnifying
+{
+	cursor: -webkit-zoom-in ! important;
+	cursor: -moz-zoom-in ! important;
+	cursor: pointer;
+}
+
+#close-link
+{
+	position: absolute;
+	z-index: 100;
+	font-family: Arial, sans-serif;
+	font-size: 10pt;
+	text-decoration: underline;
+	color: #315479;
+}
+
+#close:hover
+{
+	text-decoration: none;
+}
+
+svg a
+{
+	cursor:pointer;
+}
+
+svg text
+{
+	font-size: 10px;
+}
+
+/* try to move the node text 1px in order to be vertically
+   centered (does not work in all browsers) */
+svg .node text
+{
+	transform: translate(0px,1px);
+	-ms-transform: translate(0px,1px);
+	-webkit-transform: translate(0px,1px);
+	-o-transform: translate(0px,1px);
+	-moz-transform: translate(0px,1px);
+}
+
+/* hover effect for edges */
+
+svg .edge.over text,
+svg .edge.implicit-incoming.over polygon,
+svg .edge.implicit-outgoing.over polygon
+{
+	fill: #202020;
+}
+
+svg .edge.over path,
+svg .edge.over polygon
+{
+	stroke: #202020;
+}
+
+/* hover effect for nodes in class diagrams */
+
+svg.class-diagram .node
+{
+	opacity: 0.75;
+}
+
+svg.class-diagram .node.this
+{
+	opacity: 1.0;
+}
+
+svg.class-diagram .node.over
+{
+	opacity: 1.0;
+}
+
+svg .node.over polygon
+{
+	stroke: #202020;
+}
+
+/* hover effect for nodes in package diagrams */
+
+svg.package-diagram .node.class.over polygon,
+svg.class-diagram .node.this.class.over polygon
+{
+	fill: #098552;
+	fill: #04663e;
+}
+
+svg.package-diagram .node.trait.over polygon,
+svg.class-diagram .node.this.trait.over polygon
+{
+	fill: #3c7b9b;
+	fill: #235d7b;
+}
+
+svg.package-diagram .node.type.over polygon,
+svg.class-diagram .node.this.type.over polygon
+{
+	fill: #098552;
+	fill: #04663e;
+}
+
+
+svg.package-diagram .node.object.over polygon
+{
+	fill: #183377;
+}
+
+svg.package-diagram .node.outside.over polygon
+{
+	fill: #d4d4d4;
+}
+
+svg.package-diagram .node.default.over polygon
+{
+	fill: #d4d4d4;
+}
diff --git a/docs/api/lib/diagrams.js b/docs/api/lib/diagrams.js
new file mode 100644
index 00000000000000..680ead7a593d21
--- /dev/null
+++ b/docs/api/lib/diagrams.js
@@ -0,0 +1,324 @@
+/**
+ * JavaScript functions enhancing the SVG diagrams.
+ * 
+ * @author Damien Obrist
+ */
+
+var diagrams = {};
+
+/**
+ * Initializes the diagrams in the main window.
+ */
+$(document).ready(function()
+{
+	// hide diagrams in browsers not supporting SVG
+	if(Modernizr && !Modernizr.inlinesvg)
+		return;
+
+	// only execute this in the main window
+	if(diagrams.isPopup)
+		return;
+
+	if($("#content-diagram").length)
+		$("#inheritance-diagram").css("padding-bottom", "20px");
+
+	$(".diagram-container").css("display", "block");
+
+	$(".diagram").each(function() {
+		// store initial dimensions
+		$(this).data("width", $("svg", $(this)).width());
+		$(this).data("height", $("svg", $(this)).height());
+		// store unscaled clone of SVG element
+		$(this).data("svg", $(this).get(0).childNodes[0].cloneNode(true));
+	});
+	
+	// make diagram visible, hide container
+	$(".diagram").css("display", "none");
+	$(".diagram svg").css({
+		"position": "static",
+		"visibility": "visible",
+		"z-index": "auto"
+	});
+
+	// enable linking to diagrams
+	if($(location).attr("hash") == "#inheritance-diagram") {
+		diagrams.toggle($("#inheritance-diagram-container"), true);
+	} else if($(location).attr("hash") == "#content-diagram") {
+		diagrams.toggle($("#content-diagram-container"), true);
+	}
+
+	$(".diagram-link").click(function() {
+		diagrams.toggle($(this).parent());
+	});
+
+	// register resize function
+	$(window).resize(diagrams.resize);
+
+	// don't bubble event to parent div
+	// when clicking on a node of a resized
+	// diagram
+	$("svg a").click(function(e) {
+		e.stopPropagation();
+	});
+
+	diagrams.initHighlighting();
+});
+
+/**
+ * Initializes the diagrams in the popup.
+ */
+diagrams.initPopup = function(id)
+{
+	// copy diagram from main window
+	if(!jQuery.browser.msie)
+		$("body").append(opener.$("#" + id).data("svg"));
+
+	// positioning
+	$("svg").css("position", "absolute");
+	$(window).resize(function()
+	{
+		var svg_w = $("svg").css("width").replace("px", "");
+		var svg_h = $("svg").css("height").replace("px", "");
+		var x = $(window).width() / 2 - svg_w / 2;
+		if(x < 0) x = 0;
+		var y = $(window).height() / 2 - svg_h / 2;
+		if(y < 0) y = 0;
+		$("svg").css("left", x + "px");
+		$("svg").css("top", y + "px");
+	});
+	$(window).resize();
+
+	diagrams.initHighlighting();
+	$("svg a").click(function(e) {
+		opener.diagrams.redirectFromPopup(this.href.baseVal);
+		window.close();
+	});
+	$(document).keyup(function(e) {
+		if (e.keyCode == 27) window.close();
+	});
+}
+
+/**
+ * Initializes highlighting for nodes and edges.
+ */
+diagrams.initHighlighting = function()
+{
+	// helper function since $.hover doesn't work in IE
+
+	function hover(elements, fn)
+	{
+		elements.mouseover(fn);
+		elements.mouseout(fn);
+	}
+
+	// inheritance edges
+
+	hover($("svg .edge.inheritance"), function(evt){
+		var toggleClass = evt.type == "mouseout" ? diagrams.removeClass : diagrams.addClass;
+		var parts = $(this).attr("id").split("_");
+		toggleClass($("#" + parts[0] + "_" + parts[1]));
+		toggleClass($("#" + parts[0] + "_" + parts[2]));
+		toggleClass($(this));
+	});
+
+	// nodes
+
+	hover($("svg .node"), function(evt){
+		var toggleClass = evt.type == "mouseout" ? diagrams.removeClass : diagrams.addClass;
+		toggleClass($(this));
+		var parts = $(this).attr("id").split("_");
+		var index = parts[1];
+		$("svg#" + parts[0] + " .edge.inheritance").each(function(){
+			var parts2 = $(this).attr("id").split("_");
+			if(parts2[1] == index)
+			{
+				toggleClass($("#" + parts2[0] + "_" + parts2[2]));
+				toggleClass($(this));
+			} else if(parts2[2] == index)
+			{
+				toggleClass($("#" + parts2[0] + "_" + parts2[1]));
+				toggleClass($(this));
+			}
+		});
+	});
+
+	// incoming implicits
+
+	hover($("svg .node.implicit-incoming"), function(evt){
+		var toggleClass = evt.type == "mouseout" ? diagrams.removeClass : diagrams.addClass;
+		toggleClass($(this));
+		toggleClass($("svg .edge.implicit-incoming"));
+		toggleClass($("svg .node.this"));
+	});
+
+	hover($("svg .edge.implicit-incoming"), function(evt){
+		var toggleClass = evt.type == "mouseout" ? diagrams.removeClass : diagrams.addClass;
+		toggleClass($(this));
+		toggleClass($("svg .node.this"));
+		$("svg .node.implicit-incoming").each(function(){
+			toggleClass($(this));
+		});
+	});
+	
+	// implicit outgoing nodes
+
+	hover($("svg .node.implicit-outgoing"), function(evt){
+		var toggleClass = evt.type == "mouseout" ? diagrams.removeClass : diagrams.addClass;
+		toggleClass($(this));
+		toggleClass($("svg .edge.implicit-outgoing"));
+		toggleClass($("svg .node.this"));
+	});
+
+	hover($("svg .edge.implicit-outgoing"), function(evt){
+		var toggleClass = evt.type == "mouseout" ? diagrams.removeClass : diagrams.addClass;
+		toggleClass($(this));
+		toggleClass($("svg .node.this"));
+		$("svg .node.implicit-outgoing").each(function(){
+			toggleClass($(this));
+		});
+	});
+};
+
+/**
+ * Resizes the diagrams according to the available width.
+ */
+diagrams.resize = function()
+{
+	// available width
+	var availableWidth = $("body").width() - 20;
+
+	$(".diagram-container").each(function() {
+		// unregister click event on whole div
+		$(".diagram", this).unbind("click");
+		var diagramWidth = $(".diagram", this).data("width");
+		var diagramHeight = $(".diagram", this).data("height");
+
+		if(diagramWidth > availableWidth)
+		{
+			// resize diagram
+			var height = diagramHeight / diagramWidth * availableWidth;
+			$(".diagram svg", this).width(availableWidth);
+			$(".diagram svg", this).height(height);
+
+			// register click event on whole div
+			$(".diagram", this).click(function() {
+				diagrams.popup($(this));
+			});
+			$(".diagram", this).addClass("magnifying");
+		}
+		else
+		{
+			// restore full size of diagram
+			$(".diagram svg", this).width(diagramWidth);
+			$(".diagram svg", this).height(diagramHeight);
+			// don't show custom cursor any more
+			$(".diagram", this).removeClass("magnifying");
+		}
+	});
+};
+
+/**
+ * Shows or hides a diagram depending on its current state.
+ */
+diagrams.toggle = function(container, dontAnimate)
+{
+	// change class of link
+	$(".diagram-link", container).toggleClass("open");
+	// get element to show / hide
+	var div = $(".diagram", container);
+	if (div.is(':visible'))
+	{
+		$(".diagram-help", container).hide();
+		div.unbind("click");
+		div.removeClass("magnifying");
+		div.slideUp(100);
+	}
+	else
+	{
+		diagrams.resize();
+		if(dontAnimate)
+			div.show();
+		else
+			div.slideDown(100);
+		$(".diagram-help", container).show();
+	}
+};
+
+/**
+ * Opens a popup containing a copy of a diagram.
+ */
+diagrams.windows = {};
+diagrams.popup = function(diagram)
+{
+	var id = diagram.attr("id");
+	if(!diagrams.windows[id] || diagrams.windows[id].closed) {
+		var title = $(".symbol .name", $("#signature")).text();
+		// cloning from parent window to popup somehow doesn't work in IE
+		// therefore include the SVG as a string into the HTML
+		var svgIE = jQuery.browser.msie ? $("<div />").append(diagram.data("svg")).html() : "";
+		var html = '' +
+		'<?xml version="1.0" encoding="UTF-8"?>\n' +
+		'<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.1//EN" "http://www.w3.org/TR/xhtml11/DTD/xhtml11.dtd">\n' + 
+		'<html>\n' +
+		'	<head>\n' +
+		'		<title>' + title + '</title>\n' +
+		'		<link href="' + $("#diagrams-css").attr("href") + '" media="screen" type="text/css" rel="stylesheet" />\n' +
+		'		<script type="text/javascript" src="' + $("#jquery-js").attr("src") + '"></script>\n' +
+		'		<script type="text/javascript" src="' + $("#diagrams-js").attr("src") + '"></script>\n' +
+		'		<script type="text/javascript">\n' +
+		'			diagrams.isPopup = true;\n' +
+		'		</script>\n' +
+		'	</head>\n' +
+		'	<body onload="diagrams.initPopup(\'' + id + '\');">\n' +
+		'		<a href="#" onclick="window.close();" id="close-link">Close this window</a>\n' +
+		'		' + svgIE + '\n' +
+		'	</body>\n' +
+		'</html>';
+
+		var padding = 30;
+		var screenHeight = screen.availHeight;
+		var screenWidth = screen.availWidth;
+		var w = Math.min(screenWidth, diagram.data("width") + 2 * padding);
+		var h = Math.min(screenHeight, diagram.data("height") + 2 * padding);
+		var left = (screenWidth - w) / 2;
+		var top = (screenHeight - h) / 2;
+		var parameters = "height=" + h + ", width=" + w + ", left=" + left + ", top=" + top + ", scrollbars=yes, location=no, resizable=yes";
+		var win = window.open("about:blank", "_blank", parameters);
+		win.document.open();
+		win.document.write(html);
+		win.document.close();
+		diagrams.windows[id] = win;
+	}
+	win.focus();
+};
+
+/**
+ * This method is called from within the popup when a node is clicked.
+ */
+diagrams.redirectFromPopup = function(url)
+{
+	window.location = url;
+};
+
+/**
+ * Helper method that adds a class to a SVG element.
+ */
+diagrams.addClass = function(svgElem, newClass) {
+	newClass = newClass || "over";
+	var classes = svgElem.attr("class");
+	if ($.inArray(newClass, classes.split(/\s+/)) == -1) {
+		classes += (classes ? ' ' : '') + newClass;
+		svgElem.attr("class", classes);
+	}
+};
+
+/**
+ * Helper method that removes a class from a SVG element.
+ */
+diagrams.removeClass = function(svgElem, oldClass) {
+	oldClass = oldClass || "over";
+	var classes = svgElem.attr("class");
+	classes = $.grep(classes.split(/\s+/), function(n, i) { return n != oldClass; }).join(' ');
+	svgElem.attr("class", classes);
+};
+
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diff --git a/docs/api/lib/index.css b/docs/api/lib/index.css
new file mode 100644
index 00000000000000..3e352a95b3a935
--- /dev/null
+++ b/docs/api/lib/index.css
@@ -0,0 +1,339 @@
+* {
+  color: inherit;
+  font-size: 10pt;
+  text-decoration: none;
+        font-family: Arial, sans-serif;
+  border-width: 0px;
+  padding: 0px;
+  margin: 0px;
+}
+
+a {
+  cursor: pointer;
+}
+
+a:hover {
+  text-decoration: underline;
+}
+
+h1 {
+  display: none;
+}
+
+.selected {
+  -moz-box-shadow: inset 0px 5px 10px rgba(58, 88, 97, .36);
+  -webkit-box-shadow: inset 0px 5px 10px rgba(58, 88, 97, .36);
+  border-top: solid 1px rgba(119, 138, 153, 0.8);
+  border-bottom: solid 1px rgba(151, 173, 191, 0.4);
+  background-color: #ced2d9;
+  margin: -1px 0px;
+}
+
+/*.letters {
+  font-family: monospace;
+  font-size: 2pt;
+  padding: 5px;
+  background-color: #DADADA;
+  text-shadow: #ffffff 0 1px 0;
+}*/
+
+#library {
+    display: none;
+}
+
+#browser {
+  top: 0px;
+  left: 0px;
+  bottom: 0px;
+  width: 100%;
+  display: block;
+  position: fixed;
+}
+
+#filter {
+  position: absolute;
+  display: block;
+/*  padding: 5px;*/
+  right: 0;
+  left: 0;
+  top: 0;
+  background-image:url('filterbg.gif');
+  background-repeat:repeat-x;
+  background-color: #ededee; /* light gray */
+  /*background-color: #DADADA;*/
+  border:1px solid #bbbbbb;
+  border-top:0;
+  border-left:0;
+  border-right:0;
+}
+
+#textfilter {
+  position: relative;
+  display: block;
+  height: 20px;
+  margin-top: 5px;
+  margin-bottom: 5px;
+}
+
+#textfilter > .pre {
+  display: block;
+  position: absolute;
+  top: 0;
+  left: 0;
+  height: 23px;
+  width: 21px;
+  background: url("filter_box_left.png");
+}
+
+#textfilter > .input {
+  display: block;
+  position: absolute;
+  top: 0;
+  right: 20px;
+  left: 20px;
+}
+
+#textfilter > .input > input {
+  height: 20px;
+  padding: 1px;
+  font-weight: bold;
+  color: #000000;
+  background: #ffffff url("filterboxbarbg.png") repeat-x bottom left;
+  width: 100%;
+}
+
+#textfilter > .post {
+  display: block;
+  position: absolute;
+  top: 0;
+  right: 0;
+  height: 23px;
+  width: 21px;
+  background: url("filter_box_right.png");
+}
+
+/*#textfilter {
+  position: relative;
+  display: block;
+    height: 20px;
+  margin-bottom: 5px;
+}
+
+#textfilter > .pre {
+    display: block;
+    position: absolute;
+    top: 0;
+    left: 0;
+    height: 20px;
+    width: 20px;
+    background: url("filter_box_left.png");
+}
+
+#textfilter > .input {
+  display: block;
+    position: absolute;
+    top: 0;
+    right: 20px;
+    left: 20px;
+}
+
+#textfilter > .input > input {
+  height: 16px;
+  padding: 2px;
+  font-weight: bold;
+  color: darkblue;
+  background-color: white;
+    width: 100%;
+}
+
+#textfilter > .post {
+    display: block;
+    position: absolute;
+    top: 0;
+    right: 0;
+    height: 20px;
+    width: 20px;
+    background: url("filter_box_right.png");
+}*/
+
+#focusfilter {
+  position: relative;
+  text-align: center;
+  display: block;
+  padding: 5px;
+  background-color: #fffebd; /* light yellow*/
+  text-shadow: #ffffff 0 1px 0;
+}
+
+#focusfilter .focuscoll {
+  font-weight: bold;
+  text-shadow: #ffffff 0 1px 0;
+}
+
+#focusfilter img {
+  bottom: -2px;
+  position: relative;
+}
+
+#kindfilter {
+  position: relative;
+  display: block;
+  padding: 5px;
+/*  background-color: #999;*/
+  text-align: center;
+}
+
+#kindfilter > a {
+ color: black; 
+/* text-decoration: underline;*/
+ text-shadow: #ffffff 0 1px 0;
+
+}
+
+#kindfilter > a:hover {
+  color: #4C4C4C; 
+  text-decoration: none;
+  text-shadow: #ffffff 0 1px 0;
+}
+
+#letters {
+  position: relative;
+  text-align: center;
+  padding-bottom: 5px;
+  border:1px solid #bbbbbb;
+  border-top:0;
+  border-left:0;
+  border-right:0;
+}
+
+#letters > a, #letters > span {
+/*  font-family: monospace;*/
+  color: #858484;
+  font-weight: bold;
+  font-size: 8pt;
+  text-shadow: #ffffff 0 1px 0;
+  padding-right: 2px;
+}
+
+#letters > span {
+  color: #bbb;
+}
+  
+#tpl {
+  display: block;
+  position: fixed;
+  overflow: auto;
+  right: 0;
+  left: 0;
+  bottom: 0;
+  top: 5px;
+  position: absolute;
+  display: block;
+}
+
+#tpl .packhide {
+  display: block;
+  float: right;
+  font-weight: normal;
+  color: white;
+}
+
+#tpl .packfocus {
+  display: block;
+  float: right;
+  font-weight: normal;
+  color: white;
+}
+
+#tpl .packages > ol {
+  background-color: #dadfe6;
+  /*margin-bottom: 5px;*/
+}
+
+/*#tpl .packages > ol > li {
+  margin-bottom: 1px;
+}*/
+
+#tpl .packages > li > a {
+  padding: 0px 5px;
+}
+
+#tpl .packages > li > a.tplshow {
+  display: block;
+  color: white;
+  font-weight: bold;
+  display: block;
+  text-shadow: #000000 0 1px 0;
+}
+
+#tpl ol > li.pack {
+  padding: 3px 5px;
+  background: url("packagesbg.gif");
+  background-repeat:repeat-x;
+  min-height: 14px;
+  background-color: #6e808e;
+}
+
+#tpl ol > li {
+  display: block;
+}
+
+#tpl .templates > li {
+  padding-left: 5px;
+  min-height: 18px;
+}
+
+#tpl ol > li .icon {
+  padding-right: 5px;
+  bottom: -2px;
+  position: relative;
+}
+
+#tpl .templates div.placeholder {
+  padding-right: 5px;
+  width: 13px;
+  display: inline-block;
+}
+
+#tpl .templates span.tplLink {
+  padding-left: 5px;
+}
+
+#content {
+  border-left-width: 1px;
+  border-left-color: black;
+  border-left-style: white;
+  right: 0px;
+  left: 0px;
+  bottom: 0px;
+  top: 0px;
+  position: fixed;
+  margin-left: 300px;
+  display: block;
+  -webkit-overflow-scrolling: touch;
+}
+
+#content > iframe {
+  display: block;
+  height: 100%;
+  width: 100%;
+}
+
+.ui-layout-pane {
+  background: #FFF;
+  overflow: auto;
+}
+
+.ui-layout-resizer {
+  background-image:url('filterbg.gif');
+  background-repeat:repeat-x;
+  background-color: #ededee; /* light gray */
+  border:1px solid #bbbbbb;
+  border-top:0;
+  border-bottom:0;
+  border-left: 0;
+}
+
+.ui-layout-toggler {
+    background: #AAA;
+}
\ No newline at end of file
diff --git a/docs/api/lib/index.js b/docs/api/lib/index.js
new file mode 100644
index 00000000000000..cf81f7fdf50657
--- /dev/null
+++ b/docs/api/lib/index.js
@@ -0,0 +1,577 @@
+// © 2009–2010 EPFL/LAMP
+// code by Gilles Dubochet with contributions by Johannes Rudolph, "spiros" and Marcin Kubala
+
+var topLevelTemplates = undefined;
+var topLevelPackages = undefined;
+
+var scheduler = undefined;
+
+var kindFilterState = undefined;
+var focusFilterState = undefined;
+
+var title = $(document).attr('title');
+
+var lastFragment = "";
+
+$(document).ready(function() {
+    $('body').layout({
+        west__size: '20%',
+        center__maskContents: true
+    });
+    $('#browser').layout({
+        center__paneSelector: ".ui-west-center"
+        //,center__initClosed:true
+        ,north__paneSelector: ".ui-west-north"
+    });
+    $('iframe').bind("load", function(){
+        try {
+            var subtitle = $(this).contents().find('title').text();
+            $(document).attr('title', (title ? title + " - " : "") + subtitle);
+        } catch (e) {
+            // Chrome doesn't allow reading the iframe's contents when
+            // used on the local file system.
+        }
+        setUrlFragmentFromFrameSrc();
+    });
+
+    // workaround for IE's iframe sizing lack of smartness
+    if($.browser.msie) {
+        function fixIFrame() {
+            $('iframe').height($(window).height() )
+        }
+        $('iframe').bind("load",fixIFrame)
+        $('iframe').bind("resize",fixIFrame)
+    }
+
+    scheduler = new Scheduler();
+    scheduler.addLabel("init", 1);
+    scheduler.addLabel("focus", 2);
+    scheduler.addLabel("filter", 4);
+
+    prepareEntityList();
+
+    configureTextFilter();
+    configureKindFilter();
+    configureEntityList();
+
+    setFrameSrcFromUrlFragment();
+
+    // If the url fragment changes, adjust the src of iframe "template".
+    $(window).bind('hashchange', function() {
+      if(lastFragment != window.location.hash) {
+        lastFragment = window.location.hash;
+        setFrameSrcFromUrlFragment();
+      }
+    });
+});
+
+// Set the iframe's src according to the fragment of the current url.
+// fragment = "#scala.Either" => iframe url = "scala/Either.html"
+// fragment = "#scala.Either@isRight:Boolean" => iframe url = "scala/Either.html#isRight:Boolean"
+// fragment = "#scalaz.iteratee.package@>@>[E,A]=scalaz.iteratee.package.Iteratee[E,A]" => iframe url = "scalaz/iteratee/package.html#>@>[E,A]=scalaz.iteratee.package.Iteratee[E,A]"
+function setFrameSrcFromUrlFragment() {
+
+    function extractLoc(fragment) {
+        var loc = fragment.split('@')[0].replace(/\./g, "/");
+        if (loc.indexOf(".html") < 0) {
+            loc += ".html";
+        }
+        return loc;
+    }
+
+    function extractMemberSig(fragment) {
+        var splitIdx = fragment.indexOf('@');
+        if (splitIdx < 0) {
+            return;
+        }
+        return fragment.substr(splitIdx + 1);
+    }
+
+    var fragment = location.hash.slice(1);
+    if (fragment) {
+        var locWithMemeberSig = extractLoc(fragment);
+        var memberSig = extractMemberSig(fragment);
+        if (memberSig) {
+            locWithMemeberSig += "#" + memberSig;
+        }
+        frames["template"].location.replace(location.protocol + locWithMemeberSig);
+    } else {
+        console.log("empty fragment detected");
+        frames["template"].location.replace("package.html");
+    }
+}
+
+// Set the url fragment according to the src of the iframe "template".
+// iframe url = "scala/Either.html"  =>  url fragment = "#scala.Either"
+// iframe url = "scala/Either.html#isRight:Boolean"  =>  url fragment = "#scala.Either@isRight:Boolean"
+// iframe url = "scalaz/iteratee/package.html#>@>[E,A]=scalaz.iteratee.package.Iteratee[E,A]" => fragment = "#scalaz.iteratee.package@>@>[E,A]=scalaz.iteratee.package.Iteratee[E,A]"
+function setUrlFragmentFromFrameSrc() {
+  try {
+    var commonLength = location.pathname.lastIndexOf("/");
+    var frameLocation = frames["template"].location;
+    var relativePath = frameLocation.pathname.slice(commonLength + 1);
+
+    if(!relativePath || frameLocation.pathname.indexOf("/") < 0)
+      return;
+
+    // Add #, remove ".html" and replace "/" with "."
+    fragment = "#" + relativePath.replace(/\.html$/, "").replace(/\//g, ".");
+
+    // Add the frame's hash after an @
+    if(frameLocation.hash) fragment += ("@" + frameLocation.hash.slice(1));
+
+    // Use replace to not add history items
+    lastFragment = fragment;
+    location.replace(fragment);
+  }
+  catch(e) {
+    // Chrome doesn't allow reading the iframe's location when
+    // used on the local file system.
+  }
+}
+
+var Index = {};
+
+(function (ns) {
+    function openLink(t, type) {
+        var href;
+        if (type == 'object') {
+            href = t['object'];
+        } else {
+            href = t['class'] || t['trait'] || t['case class'] || t['type'];
+        }
+        return [
+            '<a class="tplshow" target="template" href="',
+            href,
+            '"><img width="13" height="13" class="',
+            type,
+            ' icon" src="lib/',
+            type,
+            '.png" />'
+        ].join('');
+    }
+
+    function createPackageHeader(pack) {
+        return [
+            '<li class="pack">',
+            '<a class="packfocus">focus</a><a class="packhide">hide</a>',
+            '<a class="tplshow" target="template" href="',
+            pack.replace(/\./g, '/'),
+            '/package.html">',
+            pack,
+            '</a></li>'
+        ].join('');
+    };
+
+    function createListItem(template) {
+        var inner = '';
+
+
+        if (template.object) {
+            inner += openLink(template, 'object');
+        }
+
+        if (template['class'] || template['trait'] || template['case class'] || template['type']) {
+            inner += (inner == '') ?
+                '<div class="placeholder" />' : '</a>';
+            inner += openLink(template, template['trait'] ? 'trait' : template['type'] ? 'type' : 'class');
+        } else {
+            inner += '<div class="placeholder"/>';
+        }
+
+        return [
+            '<li>',
+            inner,
+            '<span class="tplLink">',
+            template.name.replace(/^.*\./, ''),
+            '</span></a></li>'
+        ].join('');
+    }
+
+
+    ns.createPackageTree = function (pack, matched, focused) {
+        var html = $.map(matched, function (child, i) {
+            return createListItem(child);
+        }).join('');
+
+        var header;
+        if (focused && pack == focused) {
+            header = '';
+        } else {
+            header = createPackageHeader(pack);
+        }
+
+        return [
+            '<ol class="packages">',
+            header,
+            '<ol class="templates">',
+            html,
+            '</ol></ol>'
+        ].join('');
+    }
+
+    ns.keys = function (obj) {
+        var result = [];
+        var key;
+        for (key in obj) {
+            result.push(key);
+        }
+        return result;
+    }
+
+    var hiddenPackages = {};
+
+    function subPackages(pack) {
+        return $.grep($('#tpl ol.packages'), function (element, index) {
+            var pack = $('li.pack > .tplshow', element).text();
+            return pack.indexOf(pack + '.') == 0;
+        });
+    }
+
+    ns.hidePackage = function (ol) {
+        var selected = $('li.pack > .tplshow', ol).text();
+        hiddenPackages[selected] = true;
+
+        $('ol.templates', ol).hide();
+
+        $.each(subPackages(selected), function (index, element) {
+            $(element).hide();
+        });
+    }
+
+    ns.showPackage = function (ol, state) {
+        var selected = $('li.pack > .tplshow', ol).text();
+        hiddenPackages[selected] = false;
+
+        $('ol.templates', ol).show();
+
+        $.each(subPackages(selected), function (index, element) {
+            $(element).show();
+
+            // When the filter is in "packs" state,
+            // we don't want to show the `.templates`
+            var key = $('li.pack > .tplshow', element).text();
+            if (hiddenPackages[key] || state == 'packs') {
+                $('ol.templates', element).hide();
+            }
+        });
+    }
+
+})(Index);
+
+function configureEntityList() {
+    kindFilterSync();
+    configureHideFilter();
+    configureFocusFilter();
+    textFilter();
+}
+
+/* Updates the list of entities (i.e. the content of the #tpl element) from the raw form generated by Scaladoc to a
+   form suitable for display. In particular, it adds class and object etc. icons, and it configures links to open in
+   the right frame. Furthermore, it sets the two reference top-level entities lists (topLevelTemplates and
+   topLevelPackages) to serve as reference for resetting the list when needed.
+   Be advised: this function should only be called once, on page load. */
+function prepareEntityList() {
+    var classIcon = $("#library > img.class");
+    var traitIcon = $("#library > img.trait");
+    var typeIcon = $("#library > img.type");
+    var objectIcon = $("#library > img.object");
+    var packageIcon = $("#library > img.package");
+
+    $('#tpl li.pack > a.tplshow').attr("target", "template");
+    $('#tpl li.pack').each(function () {
+        $("span.class", this).each(function() { $(this).replaceWith(classIcon.clone()); });
+        $("span.trait", this).each(function() { $(this).replaceWith(traitIcon.clone()); });
+        $("span.type", this).each(function() { $(this).replaceWith(typeIcon.clone()); });
+        $("span.object", this).each(function() { $(this).replaceWith(objectIcon.clone()); });
+        $("span.package", this).each(function() { $(this).replaceWith(packageIcon.clone()); });
+    });
+    $('#tpl li.pack')
+        .prepend("<a class='packhide'>hide</a>")
+        .prepend("<a class='packfocus'>focus</a>");
+}
+
+/* Handles all key presses while scrolling around with keyboard shortcuts in left panel */
+function keyboardScrolldownLeftPane() {
+    scheduler.add("init", function() {
+        $("#textfilter input").blur();
+        var $items = $("#tpl li");
+        $items.first().addClass('selected');
+
+        $(window).bind("keydown", function(e) {
+            var $old = $items.filter('.selected'),
+                $new;
+
+            switch ( e.keyCode ) {
+
+            case 9: // tab
+                $old.removeClass('selected');
+                break;
+
+            case 13: // enter
+                $old.removeClass('selected');
+                var $url = $old.children().filter('a:last').attr('href');
+                $("#template").attr("src",$url);
+                break;
+
+            case 27: // escape
+                $old.removeClass('selected');
+                $(window).unbind(e);
+                $("#textfilter input").focus();
+
+                break;
+
+            case 38: // up
+                $new = $old.prev();
+
+                if (!$new.length) {
+                    $new = $old.parent().prev();
+                }
+
+                if ($new.is('ol') && $new.children(':last').is('ol')) {
+                    $new = $new.children().children(':last');
+                } else if ($new.is('ol')) {
+                    $new = $new.children(':last');
+                }
+
+                break;
+
+            case 40: // down
+                $new = $old.next();
+                if (!$new.length) {
+                    $new = $old.parent().parent().next();
+                }
+                if ($new.is('ol')) {
+                    $new = $new.children(':first');
+                }
+                break;
+            }
+
+            if ($new.is('li')) {
+                $old.removeClass('selected');
+                $new.addClass('selected');
+            } else if (e.keyCode == 38) {
+                $(window).unbind(e);
+                $("#textfilter input").focus();
+            }
+        });
+    });
+}
+
+/* Configures the text filter  */
+function configureTextFilter() {
+    scheduler.add("init", function() {
+        $("#textfilter").append("<span class='pre'/><span class='input'><input id='index-input' type='text' accesskey='/'/></span><span class='post'/>");
+        var input = $("#textfilter input");
+        resizeFilterBlock();
+        input.bind('keyup', function(event) {
+            if (event.keyCode == 27) { // escape
+                input.attr("value", "");
+            }
+            if (event.keyCode == 40) { // down arrow
+                $(window).unbind("keydown");
+                keyboardScrolldownLeftPane();
+                return false;
+            }
+            textFilter();
+        });
+        input.bind('keydown', function(event) {
+            if (event.keyCode == 9) { // tab
+                $("#template").contents().find("#mbrsel-input").focus();
+                input.attr("value", "");
+                return false;
+            }
+            textFilter();
+        });
+        input.focus(function(event) { input.select(); });
+    });
+    scheduler.add("init", function() {
+        $("#textfilter > .post").click(function(){
+            $("#textfilter input").attr("value", "");
+            textFilter();
+        });
+    });
+}
+
+function compilePattern(query) {
+    var escaped = query.replace(/([\.\*\+\?\|\(\)\[\]\\])/g, '\\$1');
+
+    if (query.toLowerCase() != query) {
+        // Regexp that matches CamelCase subbits: "BiSe" is
+        // "[a-z]*Bi[a-z]*Se" and matches "BitSet", "ABitSet", ...
+        return new RegExp(escaped.replace(/([A-Z])/g,"[a-z]*$1"));
+    }
+    else { // if query is all lower case make a normal case insensitive search
+        return new RegExp(escaped, "i");
+    }
+}
+
+// Filters all focused templates and packages. This function should be made less-blocking.
+//   @param query The string of the query
+function textFilter() {
+    var query = $("#textfilter input").attr("value") || '';
+    var queryRegExp = compilePattern(query);
+
+    // if we are filtering on types, then we have to display types
+    // ("display packages only" is not possible when filtering)
+    if (query !== "") {
+        kindFilter("all");
+    }
+
+    // Three things trigger a reload of the left pane list:
+    // typeof textFilter.lastQuery === "undefined" <-- first load, there is nothing yet in the left pane
+    // textFilter.lastQuery !== query              <-- the filter text has changed
+    // focusFilterState != null                    <-- a package has been "focused"
+    if ((typeof textFilter.lastQuery === "undefined") || (textFilter.lastQuery !== query) || (focusFilterState != null)) {
+
+        textFilter.lastQuery = query;
+
+        scheduler.clear("filter");
+
+        $('#tpl').html('');
+
+        var index = 0;
+
+        var searchLoop = function () {
+            var packages = Index.keys(Index.PACKAGES).sort();
+
+            while (packages[index]) {
+                var pack = packages[index];
+                var children = Index.PACKAGES[pack];
+                index++;
+
+                if (focusFilterState) {
+                    if (pack == focusFilterState ||
+                        pack.indexOf(focusFilterState + '.') == 0) {
+                        ;
+                    } else {
+                        continue;
+                    }
+                }
+
+                var matched = $.grep(children, function (child, i) {
+                    return queryRegExp.test(child.name);
+                });
+
+                if (matched.length > 0) {
+                    $('#tpl').append(Index.createPackageTree(pack, matched,
+                                                             focusFilterState));
+                    scheduler.add('filter', searchLoop);
+                    return;
+                }
+            }
+
+            $('#tpl a.packfocus').click(function () {
+                focusFilter($(this).parent().parent());
+            });
+            configureHideFilter();
+        };
+
+        scheduler.add('filter', searchLoop);
+    }
+}
+
+/* Configures the hide tool by adding the hide link to all packages. */
+function configureHideFilter() {
+    $('#tpl li.pack a.packhide').click(function () {
+        var packhide = $(this)
+        var action = packhide.text();
+
+        var ol = $(this).parent().parent();
+
+        if (action == "hide") {
+            Index.hidePackage(ol);
+            packhide.text("show");
+        }
+        else {
+            Index.showPackage(ol, kindFilterState);
+            packhide.text("hide");
+        }
+        return false;
+    });
+}
+
+/* Configures the focus tool by adding the focus bar in the filter box (initially hidden), and by adding the focus
+   link to all packages. */
+function configureFocusFilter() {
+    scheduler.add("init", function() {
+        focusFilterState = null;
+        if ($("#focusfilter").length == 0) {
+            $("#filter").append("<div id='focusfilter'>focused on <span class='focuscoll'></span> <a class='focusremove'><img class='icon' src='lib/remove.png'/></a></div>");
+            $("#focusfilter > .focusremove").click(function(event) {
+                textFilter();
+
+                $("#focusfilter").hide();
+                $("#kindfilter").show();
+                resizeFilterBlock();
+                focusFilterState = null;
+            });
+            $("#focusfilter").hide();
+            resizeFilterBlock();
+        }
+    });
+    scheduler.add("init", function() {
+        $('#tpl li.pack a.packfocus').click(function () {
+            focusFilter($(this).parent());
+            return false;
+        });
+    });
+}
+
+/* Focuses the entity index on a specific package. To do so, it will copy the sub-templates and sub-packages of the
+   focuses package into the top-level templates and packages position of the index. The original top-level
+     @param package The <li> element that corresponds to the package in the entity index */
+function focusFilter(package) {
+    scheduler.clear("filter");
+
+    var currentFocus = $('li.pack > .tplshow', package).text();
+    $("#focusfilter > .focuscoll").empty();
+    $("#focusfilter > .focuscoll").append(currentFocus);
+
+    $("#focusfilter").show();
+    $("#kindfilter").hide();
+    resizeFilterBlock();
+    focusFilterState = currentFocus;
+    kindFilterSync();
+
+    textFilter();
+}
+
+function configureKindFilter() {
+    scheduler.add("init", function() {
+        kindFilterState = "all";
+        $("#filter").append("<div id='kindfilter'><a>display packages only</a></div>");
+        $("#kindfilter > a").click(function(event) { kindFilter("packs"); });
+        resizeFilterBlock();
+    });
+}
+
+function kindFilter(kind) {
+    if (kind == "packs") {
+        kindFilterState = "packs";
+        kindFilterSync();
+        $("#kindfilter > a").replaceWith("<a>display all entities</a>");
+        $("#kindfilter > a").click(function(event) { kindFilter("all"); });
+    }
+    else {
+        kindFilterState = "all";
+        kindFilterSync();
+        $("#kindfilter > a").replaceWith("<a>display packages only</a>");
+        $("#kindfilter > a").click(function(event) { kindFilter("packs"); });
+    }
+}
+
+/* Applies the kind filter. */
+function kindFilterSync() {
+    if (kindFilterState == "all" || focusFilterState != null) {
+        $("#tpl a.packhide").text('hide');
+        $("#tpl ol.templates").show();
+    } else {
+        $("#tpl a.packhide").text('show');
+        $("#tpl ol.templates").hide();
+    }
+}
+
+function resizeFilterBlock() {
+    $("#tpl").css("top", $("#filter").outerHeight(true));
+}
diff --git a/docs/api/lib/jquery-ui.js b/docs/api/lib/jquery-ui.js
new file mode 100644
index 00000000000000..faab0cf1a31b3f
--- /dev/null
+++ b/docs/api/lib/jquery-ui.js
@@ -0,0 +1,6 @@
+/*! jQuery UI - v1.9.0 - 2012-10-05
+* http://jqueryui.com
+* Includes: jquery.ui.core.js, jquery.ui.widget.js, jquery.ui.mouse.js, jquery.ui.position.js, jquery.ui.accordion.js, jquery.ui.autocomplete.js, jquery.ui.button.js, jquery.ui.datepicker.js, jquery.ui.dialog.js, jquery.ui.draggable.js, jquery.ui.droppable.js, jquery.ui.effect.js, jquery.ui.effect-blind.js, jquery.ui.effect-bounce.js, jquery.ui.effect-clip.js, jquery.ui.effect-drop.js, jquery.ui.effect-explode.js, jquery.ui.effect-fade.js, jquery.ui.effect-fold.js, jquery.ui.effect-highlight.js, jquery.ui.effect-pulsate.js, jquery.ui.effect-scale.js, jquery.ui.effect-shake.js, jquery.ui.effect-slide.js, jquery.ui.effect-transfer.js, jquery.ui.menu.js, jquery.ui.progressbar.js, jquery.ui.resizable.js, jquery.ui.selectable.js, jquery.ui.slider.js, jquery.ui.sortable.js, jquery.ui.spinner.js, jquery.ui.tabs.js, jquery.ui.tooltip.js
+* Copyright (c) 2012 jQuery Foundation and other contributors Licensed MIT */
+
+(function(e,t){function i(t,n){var r,i,o,u=t.nodeName.toLowerCase();return"area"===u?(r=t.parentNode,i=r.name,!t.href||!i||r.nodeName.toLowerCase()!=="map"?!1:(o=e("img[usemap=#"+i+"]")[0],!!o&&s(o))):(/input|select|textarea|button|object/.test(u)?!t.disabled:"a"===u?t.href||n:n)&&s(t)}function s(t){return!e(t).parents().andSelf().filter(function(){return e.css(this,"visibility")==="hidden"||e.expr.filters.hidden(this)}).length}var n=0,r=/^ui-id-\d+$/;e.ui=e.ui||{};if(e.ui.version)return;e.extend(e.ui,{version:"1.9.0",keyCode:{BACKSPACE:8,COMMA:188,DELETE:46,DOWN:40,END:35,ENTER:13,ESCAPE:27,HOME:36,LEFT:37,NUMPAD_ADD:107,NUMPAD_DECIMAL:110,NUMPAD_DIVIDE:111,NUMPAD_ENTER:108,NUMPAD_MULTIPLY:106,NUMPAD_SUBTRACT:109,PAGE_DOWN:34,PAGE_UP:33,PERIOD:190,RIGHT:39,SPACE:32,TAB:9,UP:38}}),e.fn.extend({_focus:e.fn.focus,focus:function(t,n){return typeof t=="number"?this.each(function(){var 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n=t._createIcons;t._createIcons=function(){this.options.icons&&(this.options.icons.activeHeader=this.options.icons.activeHeader||this.options.icons.headerSelected),n.call(this)}}(jQuery,jQuery.ui.accordion.prototype),function(e,t){t.activate=t._activate;var n=t._findActive;t._findActive=function(e){return e===-1&&(e=!1),e&&typeof e!="number"&&(e=this.headers.index(this.headers.filter(e)),e===-1&&(e=!1)),n.call(this,e)}}(jQuery,jQuery.ui.accordion.prototype),jQuery.ui.accordion.prototype.resize=jQuery.ui.accordion.prototype.refresh,function(e,t){e.extend(t.options,{change:null,changestart:null});var n=t._trigger;t._trigger=function(e,t,r){var i=n.apply(this,arguments);return 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this.element.is("textarea")?!0:this.element.is("input")?!1:this.element.prop("isContentEditable")},_initSource:function(){var t,n,r=this;e.isArray(this.options.source)?(t=this.options.source,this.source=function(n,r){r(e.ui.autocomplete.filter(t,n.term))}):typeof this.options.source=="string"?(n=this.options.source,this.source=function(t,i){r.xhr&&r.xhr.abort(),r.xhr=e.ajax({url:n,data:t,dataType:"json",success:function(e,t){i(e)},error:function(){i([])}})}):this.source=this.options.source},_searchTimeout:function(e){clearTimeout(this.searching),this.searching=this._delay(function(){this.term!==this._value()&&(this.selectedItem=null,this.search(null,e))},this.options.delay)},search:function(e,t){e=e!=null?e:this._value(),this.term=this._value();if(e.length<this.options.minLength)return this.close(t);if(this._trigger("search",t)===!1)return;return this._search(e)},_search:function(e){this.pending++,this.element.addClass("ui-autocomplete-loading"),this.cancelSearch=!1,this.source({term:e},this._response())},_response:function(){var e=this,t=++n;return function(r){t===n&&e.__response(r),e.pending--,e.pending||e.element.removeClass("ui-autocomplete-loading")}},__response:function(e){e&&(e=this._normalize(e)),this._trigger("response",null,{content:e}),!this.options.disabled&&e&&e.length&&!this.cancelSearch?(this._suggest(e),this._trigger("open")):this._close()},close:function(e){this.cancelSearch=!0,this._close(e)},_close:function(e){this.menu.element.is(":visible")&&(this.menu.element.hide(),this.menu.blur(),this.isNewMenu=!0,this._trigger("close",e))},_change:function(e){this.previous!==this._value()&&this._trigger("change",e,{item:this.selectedItem})},_normalize:function(t){return t.length&&t[0].label&&t[0].value?t:e.map(t,function(t){return typeof t=="string"?{label:t,value:t}:e.extend({label:t.label||t.value,value:t.value||t.label},t)})},_suggest:function(t){var n=this.menu.element.empty().zIndex(this.element.zIndex()+1);this._renderMenu(n,t),this.menu.refresh(),n.show(),this._resizeMenu(),n.position(e.extend({of:this.element},this.options.position)),this.options.autoFocus&&this.menu.next()},_resizeMenu:function(){var e=this.menu.element;e.outerWidth(Math.max(e.width("").outerWidth()+1,this.element.outerWidth()))},_renderMenu:function(t,n){var r=this;e.each(n,function(e,n){r._renderItemData(t,n)})},_renderItemData:function(e,t){return this._renderItem(e,t).data("ui-autocomplete-item",t)},_renderItem:function(t,n){return e("<li>").append(e("<a>").text(n.label)).appendTo(t)},_move:function(e,t){if(!this.menu.element.is(":visible")){this.search(null,t);return}if(this.menu.isFirstItem()&&/^previous/.test(e)||this.menu.isLastItem()&&/^next/.test(e)){this._value(this.term),this.menu.blur();return}this.menu[e](t)},widget:function(){return this.menu.element},_value:function(e){return this.valueMethod.apply(this.element,arguments)},_keyEvent:function(e,t){if(!this.isMultiLine||this.menu.element.is(":visible"))this._move(e,t),t.preventDefault()}}),e.extend(e.ui.autocomplete,{escapeRegex:function(e){return e.replace(/[\-\[\]{}()*+?.,\\\^$|#\s]/g,"\\$&")},filter:function(t,n){var r=new RegExp(e.ui.autocomplete.escapeRegex(n),"i");return e.grep(t,function(e){return r.test(e.label||e.value||e)})}}),e.widget("ui.autocomplete",e.ui.autocomplete,{options:{messages:{noResults:"No search results.",results:function(e){return e+(e>1?" results are":" result is")+" available, use up and down arrow keys to 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n&&(r?i=e(r).find("[name='"+n+"']"):i=e("[name='"+n+"']",t.ownerDocument).filter(function(){return!this.form})),i};e.widget("ui.button",{version:"1.9.0",defaultElement:"<button>",options:{disabled:null,text:!0,label:null,icons:{primary:null,secondary:null}},_create:function(){this.element.closest("form").unbind("reset"+this.eventNamespace).bind("reset"+this.eventNamespace,f),typeof this.options.disabled!="boolean"?this.options.disabled=!!this.element.prop("disabled"):this.element.prop("disabled",this.options.disabled),this._determineButtonType(),this.hasTitle=!!this.buttonElement.attr("title");var t=this,u=this.options,a=this.type==="checkbox"||this.type==="radio",c="ui-state-hover"+(a?"":" 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n=t.element[0];l(n).not(n).map(function(){return e(this).button("widget")[0]}).removeClass("ui-state-active").attr("aria-pressed","false")}):(this.buttonElement.bind("mousedown"+this.eventNamespace,function(){if(u.disabled)return!1;e(this).addClass("ui-state-active"),n=this,t.document.one("mouseup",function(){n=null})}).bind("mouseup"+this.eventNamespace,function(){if(u.disabled)return!1;e(this).removeClass("ui-state-active")}).bind("keydown"+this.eventNamespace,function(t){if(u.disabled)return!1;(t.keyCode===e.ui.keyCode.SPACE||t.keyCode===e.ui.keyCode.ENTER)&&e(this).addClass("ui-state-active")}).bind("keyup"+this.eventNamespace,function(){e(this).removeClass("ui-state-active")}),this.buttonElement.is("a")&&this.buttonElement.keyup(function(t){t.keyCode===e.ui.keyCode.SPACE&&e(this).click()})),this._setOption("disabled",u.disabled),this._resetButton()},_determineButtonType:function(){var e,t,n;this.element.is("[type=checkbox]")?this.type="checkbox":this.element.is("[type=radio]")?this.type="radio":this.element.is("input")?this.type="input":this.type="button",this.type==="checkbox"||this.type==="radio"?(e=this.element.parents().last(),t="label[for='"+this.element.attr("id")+"']",this.buttonElement=e.find(t),this.buttonElement.length||(e=e.length?e.siblings():this.element.siblings(),this.buttonElement=e.filter(t),this.buttonElement.length||(this.buttonElement=e.find(t))),this.element.addClass("ui-helper-hidden-accessible"),n=this.element.is(":checked"),n&&this.buttonElement.addClass("ui-state-active"),this.buttonElement.prop("aria-pressed",n)):this.buttonElement=this.element},widget:function(){return this.buttonElement},_destroy:function(){this.element.removeClass("ui-helper-hidden-accessible"),this.buttonElement.removeClass(o+" "+u+" 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t=this.buttonElement.removeClass(a),n=e("<span></span>",this.document[0]).addClass("ui-button-text").html(this.options.label).appendTo(t.empty()).text(),r=this.options.icons,i=r.primary&&r.secondary,s=[];r.primary||r.secondary?(this.options.text&&s.push("ui-button-text-icon"+(i?"s":r.primary?"-primary":"-secondary")),r.primary&&t.prepend("<span class='ui-button-icon-primary ui-icon "+r.primary+"'></span>"),r.secondary&&t.append("<span class='ui-button-icon-secondary ui-icon "+r.secondary+"'></span>"),this.options.text||(s.push(i?"ui-button-icons-only":"ui-button-icon-only"),this.hasTitle||t.attr("title",e.trim(n)))):s.push("ui-button-text-only"),t.addClass(s.join(" "))}}),e.widget("ui.buttonset",{version:"1.9.0",options:{items:"button, input[type=button], input[type=submit], input[type=reset], input[type=checkbox], input[type=radio], a, :data(button)"},_create:function(){this.element.addClass("ui-buttonset")},_init:function(){this.refresh()},_setOption:function(e,t){e==="disabled"&&this.buttons.button("option",e,t),this._super(e,t)},refresh:function(){var t=this.element.css("direction")==="rtl";this.buttons=this.element.find(this.options.items).filter(":ui-button").button("refresh").end().not(":ui-button").button().end().map(function(){return e(this).button("widget")[0]}).removeClass("ui-corner-all ui-corner-left ui-corner-right").filter(":first").addClass(t?"ui-corner-right":"ui-corner-left").end().filter(":last").addClass(t?"ui-corner-left":"ui-corner-right").end().end()},_destroy:function(){this.element.removeClass("ui-buttonset"),this.buttons.map(function(){return e(this).button("widget")[0]}).removeClass("ui-corner-left ui-corner-right").end().button("destroy")}})})(jQuery);(function($,undefined){function Datepicker(){this.debug=!1,this._curInst=null,this._keyEvent=!1,this._disabledInputs=[],this._datepickerShowing=!1,this._inDialog=!1,this._mainDivId="ui-datepicker-div",this._inlineClass="ui-datepicker-inline",this._appendClass="ui-datepicker-append",this._triggerClass="ui-datepicker-trigger",this._dialogClass="ui-datepicker-dialog",this._disableClass="ui-datepicker-disabled",this._unselectableClass="ui-datepicker-unselectable",this._currentClass="ui-datepicker-current-day",this._dayOverClass="ui-datepicker-days-cell-over",this.regional=[],this.regional[""]={closeText:"Done",prevText:"Prev",nextText:"Next",currentText:"Today",monthNames:["January","February","March","April","May","June","July","August","September","October","November","December"],monthNamesShort:["Jan","Feb","Mar","Apr","May","Jun","Jul","Aug","Sep","Oct","Nov","Dec"],dayNames:["Sunday","Monday","Tuesday","Wednesday","Thursday","Friday","Saturday"],dayNamesShort:["Sun","Mon","Tue","Wed","Thu","Fri","Sat"],dayNamesMin:["Su","Mo","Tu","We","Th","Fr","Sa"],weekHeader:"Wk",dateFormat:"mm/dd/yy",firstDay:0,isRTL:!1,showMonthAfterYear:!1,yearSuffix:""},this._defaults={showOn:"focus",showAnim:"fadeIn",showOptions:{},defaultDate:null,appendText:"",buttonText:"...",buttonImage:"",buttonImageOnly:!1,hideIfNoPrevNext:!1,navigationAsDateFormat:!1,gotoCurrent:!1,changeMonth:!1,changeYear:!1,yearRange:"c-10:c+10",showOtherMonths:!1,selectOtherMonths:!1,showWeek:!1,calculateWeek:this.iso8601Week,shortYearCutoff:"+10",minDate:null,maxDate:null,duration:"fast",beforeShowDay:null,beforeShow:null,onSelect:null,onChangeMonthYear:null,onClose:null,numberOfMonths:1,showCurrentAtPos:0,stepMonths:1,stepBigMonths:12,altField:"",altFormat:"",constrainInput:!0,showButtonPanel:!1,autoSize:!1,disabled:!1},$.extend(this._defaults,this.regional[""]),this.dpDiv=bindHover($('<div id="'+this._mainDivId+'" class="ui-datepicker ui-widget ui-widget-content ui-helper-clearfix ui-corner-all"></div>'))}function bindHover(e){var t="button, .ui-datepicker-prev, .ui-datepicker-next, .ui-datepicker-calendar td a";return e.delegate(t,"mouseout",function(){$(this).removeClass("ui-state-hover"),this.className.indexOf("ui-datepicker-prev")!=-1&&$(this).removeClass("ui-datepicker-prev-hover"),this.className.indexOf("ui-datepicker-next")!=-1&&$(this).removeClass("ui-datepicker-next-hover")}).delegate(t,"mouseover",function(){$.datepicker._isDisabledDatepicker(instActive.inline?e.parent()[0]:instActive.input[0])||($(this).parents(".ui-datepicker-calendar").find("a").removeClass("ui-state-hover"),$(this).addClass("ui-state-hover"),this.className.indexOf("ui-datepicker-prev")!=-1&&$(this).addClass("ui-datepicker-prev-hover"),this.className.indexOf("ui-datepicker-next")!=-1&&$(this).addClass("ui-datepicker-next-hover"))})}function extendRemove(e,t){$.extend(e,t);for(var n in t)if(t[n]==null||t[n]==undefined)e[n]=t[n];return e}$.extend($.ui,{datepicker:{version:"1.9.0"}});var PROP_NAME="datepicker",dpuuid=(new Date).getTime(),instActive;$.extend(Datepicker.prototype,{markerClassName:"hasDatepicker",maxRows:4,log:function(){this.debug&&console.log.apply("",arguments)},_widgetDatepicker:function(){return this.dpDiv},setDefaults:function(e){return extendRemove(this._defaults,e||{}),this},_attachDatepicker:function(target,settings){var inlineSettings=null;for(var attrName in this._defaults){var attrValue=target.getAttribute("date:"+attrName);if(attrValue){inlineSettings=inlineSettings||{};try{inlineSettings[attrName]=eval(attrValue)}catch(err){inlineSettings[attrName]=attrValue}}}var nodeName=target.nodeName.toLowerCase(),inline=nodeName=="div"||nodeName=="span";target.id||(this.uuid+=1,target.id="dp"+this.uuid);var inst=this._newInst($(target),inline);inst.settings=$.extend({},settings||{},inlineSettings||{}),nodeName=="input"?this._connectDatepicker(target,inst):inline&&this._inlineDatepicker(target,inst)},_newInst:function(e,t){var n=e[0].id.replace(/([^A-Za-z0-9_-])/g,"\\\\$1");return{id:n,input:e,selectedDay:0,selectedMonth:0,selectedYear:0,drawMonth:0,drawYear:0,inline:t,dpDiv:t?bindHover($('<div class="'+this._inlineClass+' ui-datepicker ui-widget ui-widget-content ui-helper-clearfix ui-corner-all"></div>')):this.dpDiv}},_connectDatepicker:function(e,t){var n=$(e);t.append=$([]),t.trigger=$([]);if(n.hasClass(this.markerClassName))return;this._attachments(n,t),n.addClass(this.markerClassName).keydown(this._doKeyDown).keypress(this._doKeyPress).keyup(this._doKeyUp).bind("setData.datepicker",function(e,n,r){t.settings[n]=r}).bind("getData.datepicker",function(e,n){return this._get(t,n)}),this._autoSize(t),$.data(e,PROP_NAME,t),t.settings.disabled&&this._disableDatepicker(e)},_attachments:function(e,t){var n=this._get(t,"appendText"),r=this._get(t,"isRTL");t.append&&t.append.remove(),n&&(t.append=$('<span class="'+this._appendClass+'">'+n+"</span>"),e[r?"before":"after"](t.append)),e.unbind("focus",this._showDatepicker),t.trigger&&t.trigger.remove();var i=this._get(t,"showOn");(i=="focus"||i=="both")&&e.focus(this._showDatepicker);if(i=="button"||i=="both"){var s=this._get(t,"buttonText"),o=this._get(t,"buttonImage");t.trigger=$(this._get(t,"buttonImageOnly")?$("<img/>").addClass(this._triggerClass).attr({src:o,alt:s,title:s}):$('<button type="button"></button>').addClass(this._triggerClass).html(o==""?s:$("<img/>").attr({src:o,alt:s,title:s}))),e[r?"before":"after"](t.trigger),t.trigger.click(function(){return $.datepicker._datepickerShowing&&$.datepicker._lastInput==e[0]?$.datepicker._hideDatepicker():$.datepicker._datepickerShowing&&$.datepicker._lastInput!=e[0]?($.datepicker._hideDatepicker(),$.datepicker._showDatepicker(e[0])):$.datepicker._showDatepicker(e[0]),!1})}},_autoSize:function(e){if(this._get(e,"autoSize")&&!e.inline){var t=new Date(2009,11,20),n=this._get(e,"dateFormat");if(n.match(/[DM]/)){var r=function(e){var t=0,n=0;for(var r=0;r<e.length;r++)e[r].length>t&&(t=e[r].length,n=r);return n};t.setMonth(r(this._get(e,n.match(/MM/)?"monthNames":"monthNamesShort"))),t.setDate(r(this._get(e,n.match(/DD/)?"dayNames":"dayNamesShort"))+20-t.getDay())}e.input.attr("size",this._formatDate(e,t).length)}},_inlineDatepicker:function(e,t){var n=$(e);if(n.hasClass(this.markerClassName))return;n.addClass(this.markerClassName).append(t.dpDiv).bind("setData.datepicker",function(e,n,r){t.settings[n]=r}).bind("getData.datepicker",function(e,n){return this._get(t,n)}),$.data(e,PROP_NAME,t),this._setDate(t,this._getDefaultDate(t),!0),this._updateDatepicker(t),this._updateAlternate(t),t.settings.disabled&&this._disableDatepicker(e),t.dpDiv.css("display","block")},_dialogDatepicker:function(e,t,n,r,i){var s=this._dialogInst;if(!s){this.uuid+=1;var o="dp"+this.uuid;this._dialogInput=$('<input type="text" id="'+o+'" style="position: absolute; top: -100px; width: 0px;"/>'),this._dialogInput.keydown(this._doKeyDown),$("body").append(this._dialogInput),s=this._dialogInst=this._newInst(this._dialogInput,!1),s.settings={},$.data(this._dialogInput[0],PROP_NAME,s)}extendRemove(s.settings,r||{}),t=t&&t.constructor==Date?this._formatDate(s,t):t,this._dialogInput.val(t),this._pos=i?i.length?i:[i.pageX,i.pageY]:null;if(!this._pos){var u=document.documentElement.clientWidth,a=document.documentElement.clientHeight,f=document.documentElement.scrollLeft||document.body.scrollLeft,l=document.documentElement.scrollTop||document.body.scrollTop;this._pos=[u/2-100+f,a/2-150+l]}return this._dialogInput.css("left",this._pos[0]+20+"px").css("top",this._pos[1]+"px"),s.settings.onSelect=n,this._inDialog=!0,this.dpDiv.addClass(this._dialogClass),this._showDatepicker(this._dialogInput[0]),$.blockUI&&$.blockUI(this.dpDiv),$.data(this._dialogInput[0],PROP_NAME,s),this},_destroyDatepicker:function(e){var t=$(e),n=$.data(e,PROP_NAME);if(!t.hasClass(this.markerClassName))return;var r=e.nodeName.toLowerCase();$.removeData(e,PROP_NAME),r=="input"?(n.append.remove(),n.trigger.remove(),t.removeClass(this.markerClassName).unbind("focus",this._showDatepicker).unbind("keydown",this._doKeyDown).unbind("keypress",this._doKeyPress).unbind("keyup",this._doKeyUp)):(r=="div"||r=="span")&&t.removeClass(this.markerClassName).empty()},_enableDatepicker:function(e){var t=$(e),n=$.data(e,PROP_NAME);if(!t.hasClass(this.markerClassName))return;var r=e.nodeName.toLowerCase();if(r=="input")e.disabled=!1,n.trigger.filter("button").each(function(){this.disabled=!1}).end().filter("img").css({opacity:"1.0",cursor:""});else if(r=="div"||r=="span"){var i=t.children("."+this._inlineClass);i.children().removeClass("ui-state-disabled"),i.find("select.ui-datepicker-month, select.ui-datepicker-year").prop("disabled",!1)}this._disabledInputs=$.map(this._disabledInputs,function(t){return t==e?null:t})},_disableDatepicker:function(e){var t=$(e),n=$.data(e,PROP_NAME);if(!t.hasClass(this.markerClassName))return;var r=e.nodeName.toLowerCase();if(r=="input")e.disabled=!0,n.trigger.filter("button").each(function(){this.disabled=!0}).end().filter("img").css({opacity:"0.5",cursor:"default"});else if(r=="div"||r=="span"){var i=t.children("."+this._inlineClass);i.children().addClass("ui-state-disabled"),i.find("select.ui-datepicker-month, select.ui-datepicker-year").prop("disabled",!0)}this._disabledInputs=$.map(this._disabledInputs,function(t){return t==e?null:t}),this._disabledInputs[this._disabledInputs.length]=e},_isDisabledDatepicker:function(e){if(!e)return!1;for(var t=0;t<this._disabledInputs.length;t++)if(this._disabledInputs[t]==e)return!0;return!1},_getInst:function(e){try{return $.data(e,PROP_NAME)}catch(t){throw"Missing instance data for this datepicker"}},_optionDatepicker:function(e,t,n){var r=this._getInst(e);if(arguments.length==2&&typeof t=="string")return t=="defaults"?$.extend({},$.datepicker._defaults):r?t=="all"?$.extend({},r.settings):this._get(r,t):null;var i=t||{};typeof t=="string"&&(i={},i[t]=n);if(r){this._curInst==r&&this._hideDatepicker();var s=this._getDateDatepicker(e,!0),o=this._getMinMaxDate(r,"min"),u=this._getMinMaxDate(r,"max");extendRemove(r.settings,i),o!==null&&i.dateFormat!==undefined&&i.minDate===undefined&&(r.settings.minDate=this._formatDate(r,o)),u!==null&&i.dateFormat!==undefined&&i.maxDate===undefined&&(r.settings.maxDate=this._formatDate(r,u)),this._attachments($(e),r),this._autoSize(r),this._setDate(r,s),this._updateAlternate(r),this._updateDatepicker(r)}},_changeDatepicker:function(e,t,n){this._optionDatepicker(e,t,n)},_refreshDatepicker:function(e){var t=this._getInst(e);t&&this._updateDatepicker(t)},_setDateDatepicker:function(e,t){var n=this._getInst(e);n&&(this._setDate(n,t),this._updateDatepicker(n),this._updateAlternate(n))},_getDateDatepicker:function(e,t){var n=this._getInst(e);return n&&!n.inline&&this._setDateFromField(n,t),n?this._getDate(n):null},_doKeyDown:function(e){var t=$.datepicker._getInst(e.target),n=!0,r=t.dpDiv.is(".ui-datepicker-rtl");t._keyEvent=!0;if($.datepicker._datepickerShowing)switch(e.keyCode){case 9:$.datepicker._hideDatepicker(),n=!1;break;case 13:var i=$("td."+$.datepicker._dayOverClass+":not(."+$.datepicker._currentClass+")",t.dpDiv);i[0]&&$.datepicker._selectDay(e.target,t.selectedMonth,t.selectedYear,i[0]);var s=$.datepicker._get(t,"onSelect");if(s){var o=$.datepicker._formatDate(t);s.apply(t.input?t.input[0]:null,[o,t])}else $.datepicker._hideDatepicker();return!1;case 27:$.datepicker._hideDatepicker();break;case 33:$.datepicker._adjustDate(e.target,e.ctrlKey?-$.datepicker._get(t,"stepBigMonths"):-$.datepicker._get(t,"stepMonths"),"M");break;case 34:$.datepicker._adjustDate(e.target,e.ctrlKey?+$.datepicker._get(t,"stepBigMonths"):+$.datepicker._get(t,"stepMonths"),"M");break;case 35:(e.ctrlKey||e.metaKey)&&$.datepicker._clearDate(e.target),n=e.ctrlKey||e.metaKey;break;case 36:(e.ctrlKey||e.metaKey)&&$.datepicker._gotoToday(e.target),n=e.ctrlKey||e.metaKey;break;case 37:(e.ctrlKey||e.metaKey)&&$.datepicker._adjustDate(e.target,r?1:-1,"D"),n=e.ctrlKey||e.metaKey,e.originalEvent.altKey&&$.datepicker._adjustDate(e.target,e.ctrlKey?-$.datepicker._get(t,"stepBigMonths"):-$.datepicker._get(t,"stepMonths"),"M");break;case 38:(e.ctrlKey||e.metaKey)&&$.datepicker._adjustDate(e.target,-7,"D"),n=e.ctrlKey||e.metaKey;break;case 39:(e.ctrlKey||e.metaKey)&&$.datepicker._adjustDate(e.target,r?-1:1,"D"),n=e.ctrlKey||e.metaKey,e.originalEvent.altKey&&$.datepicker._adjustDate(e.target,e.ctrlKey?+$.datepicker._get(t,"stepBigMonths"):+$.datepicker._get(t,"stepMonths"),"M");break;case 40:(e.ctrlKey||e.metaKey)&&$.datepicker._adjustDate(e.target,7,"D"),n=e.ctrlKey||e.metaKey;break;default:n=!1}else e.keyCode==36&&e.ctrlKey?$.datepicker._showDatepicker(this):n=!1;n&&(e.preventDefault(),e.stopPropagation())},_doKeyPress:function(e){var t=$.datepicker._getInst(e.target);if($.datepicker._get(t,"constrainInput")){var n=$.datepicker._possibleChars($.datepicker._get(t,"dateFormat")),r=String.fromCharCode(e.charCode==undefined?e.keyCode:e.charCode);return e.ctrlKey||e.metaKey||r<" "||!n||n.indexOf(r)>-1}},_doKeyUp:function(e){var t=$.datepicker._getInst(e.target);if(t.input.val()!=t.lastVal)try{var n=$.datepicker.parseDate($.datepicker._get(t,"dateFormat"),t.input?t.input.val():null,$.datepicker._getFormatConfig(t));n&&($.datepicker._setDateFromField(t),$.datepicker._updateAlternate(t),$.datepicker._updateDatepicker(t))}catch(r){$.datepicker.log(r)}return!0},_showDatepicker:function(e){e=e.target||e,e.nodeName.toLowerCase()!="input"&&(e=$("input",e.parentNode)[0]);if($.datepicker._isDisabledDatepicker(e)||$.datepicker._lastInput==e)return;var t=$.datepicker._getInst(e);$.datepicker._curInst&&$.datepicker._curInst!=t&&($.datepicker._curInst.dpDiv.stop(!0,!0),t&&$.datepicker._datepickerShowing&&$.datepicker._hideDatepicker($.datepicker._curInst.input[0]));var n=$.datepicker._get(t,"beforeShow"),r=n?n.apply(e,[e,t]):{};if(r===!1)return;extendRemove(t.settings,r),t.lastVal=null,$.datepicker._lastInput=e,$.datepicker._setDateFromField(t),$.datepicker._inDialog&&(e.value=""),$.datepicker._pos||($.datepicker._pos=$.datepicker._findPos(e),$.datepicker._pos[1]+=e.offsetHeight);var i=!1;$(e).parents().each(function(){return i|=$(this).css("position")=="fixed",!i});var s={left:$.datepicker._pos[0],top:$.datepicker._pos[1]};$.datepicker._pos=null,t.dpDiv.empty(),t.dpDiv.css({position:"absolute",display:"block",top:"-1000px"}),$.datepicker._updateDatepicker(t),s=$.datepicker._checkOffset(t,s,i),t.dpDiv.css({position:$.datepicker._inDialog&&$.blockUI?"static":i?"fixed":"absolute",display:"none",left:s.left+"px",top:s.top+"px"});if(!t.inline){var o=$.datepicker._get(t,"showAnim"),u=$.datepicker._get(t,"duration"),a=function(){var e=t.dpDiv.find("iframe.ui-datepicker-cover");if(!!e.length){var n=$.datepicker._getBorders(t.dpDiv);e.css({left:-n[0],top:-n[1],width:t.dpDiv.outerWidth(),height:t.dpDiv.outerHeight()})}};t.dpDiv.zIndex($(e).zIndex()+1),$.datepicker._datepickerShowing=!0,$.effects&&($.effects.effect[o]||$.effects[o])?t.dpDiv.show(o,$.datepicker._get(t,"showOptions"),u,a):t.dpDiv[o||"show"](o?u:null,a),(!o||!u)&&a(),t.input.is(":visible")&&!t.input.is(":disabled")&&t.input.focus(),$.datepicker._curInst=t}},_updateDatepicker:function(e){this.maxRows=4;var t=$.datepicker._getBorders(e.dpDiv);instActive=e,e.dpDiv.empty().append(this._generateHTML(e)),this._attachHandlers(e);var n=e.dpDiv.find("iframe.ui-datepicker-cover");!n.length||n.css({left:-t[0],top:-t[1],width:e.dpDiv.outerWidth(),height:e.dpDiv.outerHeight()}),e.dpDiv.find("."+this._dayOverClass+" a").mouseover();var r=this._getNumberOfMonths(e),i=r[1],s=17;e.dpDiv.removeClass("ui-datepicker-multi-2 ui-datepicker-multi-3 ui-datepicker-multi-4").width(""),i>1&&e.dpDiv.addClass("ui-datepicker-multi-"+i).css("width",s*i+"em"),e.dpDiv[(r[0]!=1||r[1]!=1?"add":"remove")+"Class"]("ui-datepicker-multi"),e.dpDiv[(this._get(e,"isRTL")?"add":"remove")+"Class"]("ui-datepicker-rtl"),e==$.datepicker._curInst&&$.datepicker._datepickerShowing&&e.input&&e.input.is(":visible")&&!e.input.is(":disabled")&&e.input[0]!=document.activeElement&&e.input.focus();if(e.yearshtml){var o=e.yearshtml;setTimeout(function(){o===e.yearshtml&&e.yearshtml&&e.dpDiv.find("select.ui-datepicker-year:first").replaceWith(e.yearshtml),o=e.yearshtml=null},0)}},_getBorders:function(e){var t=function(e){return{thin:1,medium:2,thick:3}[e]||e};return[parseFloat(t(e.css("border-left-width"))),parseFloat(t(e.css("border-top-width")))]},_checkOffset:function(e,t,n){var r=e.dpDiv.outerWidth(),i=e.dpDiv.outerHeight(),s=e.input?e.input.outerWidth():0,o=e.input?e.input.outerHeight():0,u=document.documentElement.clientWidth+(n?0:$(document).scrollLeft()),a=document.documentElement.clientHeight+(n?0:$(document).scrollTop());return t.left-=this._get(e,"isRTL")?r-s:0,t.left-=n&&t.left==e.input.offset().left?$(document).scrollLeft():0,t.top-=n&&t.top==e.input.offset().top+o?$(document).scrollTop():0,t.left-=Math.min(t.left,t.left+r>u&&u>r?Math.abs(t.left+r-u):0),t.top-=Math.min(t.top,t.top+i>a&&a>i?Math.abs(i+o):0),t},_findPos:function(e){var t=this._getInst(e),n=this._get(t,"isRTL");while(e&&(e.type=="hidden"||e.nodeType!=1||$.expr.filters.hidden(e)))e=e[n?"previousSibling":"nextSibling"];var r=$(e).offset();return[r.left,r.top]},_hideDatepicker:function(e){var t=this._curInst;if(!t||e&&t!=$.data(e,PROP_NAME))return;if(this._datepickerShowing){var n=this._get(t,"showAnim"),r=this._get(t,"duration"),i=function(){$.datepicker._tidyDialog(t)};$.effects&&($.effects.effect[n]||$.effects[n])?t.dpDiv.hide(n,$.datepicker._get(t,"showOptions"),r,i):t.dpDiv[n=="slideDown"?"slideUp":n=="fadeIn"?"fadeOut":"hide"](n?r:null,i),n||i(),this._datepickerShowing=!1;var s=this._get(t,"onClose");s&&s.apply(t.input?t.input[0]:null,[t.input?t.input.val():"",t]),this._lastInput=null,this._inDialog&&(this._dialogInput.css({position:"absolute",left:"0",top:"-100px"}),$.blockUI&&($.unblockUI(),$("body").append(this.dpDiv))),this._inDialog=!1}},_tidyDialog:function(e){e.dpDiv.removeClass(this._dialogClass).unbind(".ui-datepicker-calendar")},_checkExternalClick:function(e){if(!$.datepicker._curInst)return;var t=$(e.target),n=$.datepicker._getInst(t[0]);(t[0].id!=$.datepicker._mainDivId&&t.parents("#"+$.datepicker._mainDivId).length==0&&!t.hasClass($.datepicker.markerClassName)&&!t.closest("."+$.datepicker._triggerClass).length&&$.datepicker._datepickerShowing&&(!$.datepicker._inDialog||!$.blockUI)||t.hasClass($.datepicker.markerClassName)&&$.datepicker._curInst!=n)&&$.datepicker._hideDatepicker()},_adjustDate:function(e,t,n){var r=$(e),i=this._getInst(r[0]);if(this._isDisabledDatepicker(r[0]))return;this._adjustInstDate(i,t+(n=="M"?this._get(i,"showCurrentAtPos"):0),n),this._updateDatepicker(i)},_gotoToday:function(e){var t=$(e),n=this._getInst(t[0]);if(this._get(n,"gotoCurrent")&&n.currentDay)n.selectedDay=n.currentDay,n.drawMonth=n.selectedMonth=n.currentMonth,n.drawYear=n.selectedYear=n.currentYear;else{var r=new Date;n.selectedDay=r.getDate(),n.drawMonth=n.selectedMonth=r.getMonth(),n.drawYear=n.selectedYear=r.getFullYear()}this._notifyChange(n),this._adjustDate(t)},_selectMonthYear:function(e,t,n){var r=$(e),i=this._getInst(r[0]);i["selected"+(n=="M"?"Month":"Year")]=i["draw"+(n=="M"?"Month":"Year")]=parseInt(t.options[t.selectedIndex].value,10),this._notifyChange(i),this._adjustDate(r)},_selectDay:function(e,t,n,r){var i=$(e);if($(r).hasClass(this._unselectableClass)||this._isDisabledDatepicker(i[0]))return;var s=this._getInst(i[0]);s.selectedDay=s.currentDay=$("a",r).html(),s.selectedMonth=s.currentMonth=t,s.selectedYear=s.currentYear=n,this._selectDate(e,this._formatDate(s,s.currentDay,s.currentMonth,s.currentYear))},_clearDate:function(e){var t=$(e),n=this._getInst(t[0]);this._selectDate(t,"")},_selectDate:function(e,t){var n=$(e),r=this._getInst(n[0]);t=t!=null?t:this._formatDate(r),r.input&&r.input.val(t),this._updateAlternate(r);var i=this._get(r,"onSelect");i?i.apply(r.input?r.input[0]:null,[t,r]):r.input&&r.input.trigger("change"),r.inline?this._updateDatepicker(r):(this._hideDatepicker(),this._lastInput=r.input[0],typeof r.input[0]!="object"&&r.input.focus(),this._lastInput=null)},_updateAlternate:function(e){var t=this._get(e,"altField");if(t){var n=this._get(e,"altFormat")||this._get(e,"dateFormat"),r=this._getDate(e),i=this.formatDate(n,r,this._getFormatConfig(e));$(t).each(function(){$(this).val(i)})}},noWeekends:function(e){var t=e.getDay();return[t>0&&t<6,""]},iso8601Week:function(e){var t=new Date(e.getTime());t.setDate(t.getDate()+4-(t.getDay()||7));var n=t.getTime();return t.setMonth(0),t.setDate(1),Math.floor(Math.round((n-t)/864e5)/7)+1},parseDate:function(e,t,n){if(e==null||t==null)throw"Invalid arguments";t=typeof t=="object"?t.toString():t+"";if(t=="")return null;var r=(n?n.shortYearCutoff:null)||this._defaults.shortYearCutoff;r=typeof r!="string"?r:(new Date).getFullYear()%100+parseInt(r,10);var i=(n?n.dayNamesShort:null)||this._defaults.dayNamesShort,s=(n?n.dayNames:null)||this._defaults.dayNames,o=(n?n.monthNamesShort:null)||this._defaults.monthNamesShort,u=(n?n.monthNames:null)||this._defaults.monthNames,a=-1,f=-1,l=-1,c=-1,h=!1,p=function(t){var n=y+1<e.length&&e.charAt(y+1)==t;return n&&y++,n},d=function(e){var n=p(e),r=e=="@"?14:e=="!"?20:e=="y"&&n?4:e=="o"?3:2,i=new RegExp("^\\d{1,"+r+"}"),s=t.substring(g).match(i);if(!s)throw"Missing number at position "+g;return g+=s[0].length,parseInt(s[0],10)},v=function(e,n,r){var i=$.map(p(e)?r:n,function(e,t){return[[t,e]]}).sort(function(e,t){return-(e[1].length-t[1].length)}),s=-1;$.each(i,function(e,n){var r=n[1];if(t.substr(g,r.length).toLowerCase()==r.toLowerCase())return s=n[0],g+=r.length,!1});if(s!=-1)return s+1;throw"Unknown name at position "+g},m=function(){if(t.charAt(g)!=e.charAt(y))throw"Unexpected literal at position "+g;g++},g=0;for(var y=0;y<e.length;y++)if(h)e.charAt(y)=="'"&&!p("'")?h=!1:m();else 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et=M?M.apply(e.input?e.input[0]:null,[G]):[!0,""],tt=G.getMonth()!=p,nt=tt&&!D||!et[0]||c&&G<c||h&&G>h;Z+='<td class="'+((W+T+6)%7>=5?" ui-datepicker-week-end":"")+(tt?" ui-datepicker-other-month":"")+(G.getTime()==q.getTime()&&p==e.selectedMonth&&e._keyEvent||H.getTime()==G.getTime()&&H.getTime()==q.getTime()?" 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n=e(this).css(t).offset().top;n<0&&e(this).css("top",t.top-n)}},resizable:!0,show:null,stack:!0,title:"",width:300,zIndex:1e3},_create:function(){this.originalTitle=this.element.attr("title"),typeof this.originalTitle!="string"&&(this.originalTitle=""),this.oldPosition={parent:this.element.parent(),index:this.element.parent().children().index(this.element)},this.options.title=this.options.title||this.originalTitle;var t=this,r=this.options,i=r.title||"&#160;",s=(this.uiDialog=e("<div>")).addClass(n+r.dialogClass).css({display:"none",outline:0,zIndex:r.zIndex}).attr("tabIndex",-1).keydown(function(n){r.closeOnEscape&&!n.isDefaultPrevented()&&n.keyCode&&n.keyCode===e.ui.keyCode.ESCAPE&&(t.close(n),n.preventDefault())}).mousedown(function(e){t.moveToTop(!1,e)}).appendTo("body"),o=this.element.show().removeAttr("title").addClass("ui-dialog-content ui-widget-content").appendTo(s),u=(this.uiDialogTitlebar=e("<div>")).addClass("ui-dialog-titlebar  ui-widget-header  ui-corner-all  ui-helper-clearfix").prependTo(s),a=e("<a href='#'></a>").addClass("ui-dialog-titlebar-close  ui-corner-all").attr("role","button").click(function(e){e.preventDefault(),t.close(e)}).appendTo(u),f=(this.uiDialogTitlebarCloseText=e("<span>")).addClass("ui-icon ui-icon-closethick").text(r.closeText).appendTo(a),l=e("<span>").uniqueId().addClass("ui-dialog-title").html(i).prependTo(u),c=(this.uiDialogButtonPane=e("<div>")).addClass("ui-dialog-buttonpane ui-widget-content ui-helper-clearfix"),h=(this.uiButtonSet=e("<div>")).addClass("ui-dialog-buttonset").appendTo(c);s.attr({role:"dialog","aria-labelledby":l.attr("id")}),u.find("*").add(u).disableSelection(),this._hoverable(a),this._focusable(a),r.draggable&&e.fn.draggable&&this._makeDraggable(),r.resizable&&e.fn.resizable&&this._makeResizable(),this._createButtons(r.buttons),this._isOpen=!1,e.fn.bgiframe&&s.bgiframe(),this._on(s,{keydown:function(t){if(!r.modal||t.keyCode!==e.ui.keyCode.TAB)return;var n=e(":tabbable",s),i=n.filter(":first"),o=n.filter(":last");if(t.target===o[0]&&!t.shiftKey)return i.focus(1),!1;if(t.target===i[0]&&t.shiftKey)return o.focus(1),!1}})},_init:function(){this.options.autoOpen&&this.open()},_destroy:function(){var e,t=this.oldPosition;this.overlay&&this.overlay.destroy(),this.uiDialog.hide(),this.element.removeClass("ui-dialog-content ui-widget-content").hide().appendTo("body"),this.uiDialog.remove(),this.originalTitle&&this.element.attr("title",this.originalTitle),e=t.parent.children().eq(t.index),e.length&&e[0]!==this.element[0]?e.before(this.element):t.parent.append(this.element)},widget:function(){return this.uiDialog},close:function(t){var n=this,r,i;if(!this._isOpen)return;if(!1===this._trigger("beforeClose",t))return;return this._isOpen=!1,this.overlay&&this.overlay.destroy(),this.options.hide?this.uiDialog.hide(this.options.hide,function(){n._trigger("close",t)}):(this.uiDialog.hide(),this._trigger("close",t)),e.ui.dialog.overlay.resize(),this.options.modal&&(r=0,e(".ui-dialog").each(function(){this!==n.uiDialog[0]&&(i=e(this).css("z-index"),isNaN(i)||(r=Math.max(r,i)))}),e.ui.dialog.maxZ=r),this},isOpen:function(){return this._isOpen},moveToTop:function(t,n){var r=this.options,i;return r.modal&&!t||!r.stack&&!r.modal?this._trigger("focus",n):(r.zIndex>e.ui.dialog.maxZ&&(e.ui.dialog.maxZ=r.zIndex),this.overlay&&(e.ui.dialog.maxZ+=1,e.ui.dialog.overlay.maxZ=e.ui.dialog.maxZ,this.overlay.$el.css("z-index",e.ui.dialog.overlay.maxZ)),i={scrollTop:this.element.scrollTop(),scrollLeft:this.element.scrollLeft()},e.ui.dialog.maxZ+=1,this.uiDialog.css("z-index",e.ui.dialog.maxZ),this.element.attr(i),this._trigger("focus",n),this)},open:function(){if(this._isOpen)return;var t,n=this.options,r=this.uiDialog;return this._size(),this._position(n.position),r.show(n.show),this.overlay=n.modal?new e.ui.dialog.overlay(this):null,this.moveToTop(!0),t=this.element.find(":tabbable"),t.length||(t=this.uiDialogButtonPane.find(":tabbable"),t.length||(t=r)),t.eq(0).focus(),this._isOpen=!0,this._trigger("open"),this},_createButtons:function(t){var n,r,i=this,s=!1;this.uiDialogButtonPane.remove(),this.uiButtonSet.empty(),typeof t=="object"&&t!==null&&e.each(t,function(){return!(s=!0)}),s?(e.each(t,function(t,n){n=e.isFunction(n)?{click:n,text:t}:n;var r=e("<button type='button'>").attr(n,!0).unbind("click").click(function(){n.click.apply(i.element[0],arguments)}).appendTo(i.uiButtonSet);e.fn.button&&r.button()}),this.uiDialog.addClass("ui-dialog-buttons"),this.uiDialogButtonPane.appendTo(this.uiDialog)):this.uiDialog.removeClass("ui-dialog-buttons")},_makeDraggable:function(){function r(e){return{position:e.position,offset:e.offset}}var t=this,n=this.options;this.uiDialog.draggable({cancel:".ui-dialog-content, .ui-dialog-titlebar-close",handle:".ui-dialog-titlebar",containment:"document",start:function(n,i){e(this).addClass("ui-dialog-dragging"),t._trigger("dragStart",n,r(i))},drag:function(e,n){t._trigger("drag",e,r(n))},stop:function(i,s){n.position=[s.position.left-t.document.scrollLeft(),s.position.top-t.document.scrollTop()],e(this).removeClass("ui-dialog-dragging"),t._trigger("dragStop",i,r(s)),e.ui.dialog.overlay.resize()}})},_makeResizable:function(n){function u(e){return{originalPosition:e.originalPosition,originalSize:e.originalSize,position:e.position,size:e.size}}n=n===t?this.options.resizable:n;var r=this,i=this.options,s=this.uiDialog.css("position"),o=typeof n=="string"?n:"n,e,s,w,se,sw,ne,nw";this.uiDialog.resizable({cancel:".ui-dialog-content",containment:"document",alsoResize:this.element,maxWidth:i.maxWidth,maxHeight:i.maxHeight,minWidth:i.minWidth,minHeight:this._minHeight(),handles:o,start:function(t,n){e(this).addClass("ui-dialog-resizing"),r._trigger("resizeStart",t,u(n))},resize:function(e,t){r._trigger("resize",e,u(t))},stop:function(t,n){e(this).removeClass("ui-dialog-resizing"),i.height=e(this).height(),i.width=e(this).width(),r._trigger("resizeStop",t,u(n)),e.ui.dialog.overlay.resize()}}).css("position",s).find(".ui-resizable-se").addClass("ui-icon ui-icon-grip-diagonal-se")},_minHeight:function(){var e=this.options;return e.height==="auto"?e.minHeight:Math.min(e.minHeight,e.height)},_position:function(t){var n=[],r=[0,0],i;if(t){if(typeof t=="string"||typeof t=="object"&&"0"in t)n=t.split?t.split(" "):[t[0],t[1]],n.length===1&&(n[1]=n[0]),e.each(["left","top"],function(e,t){+n[e]===n[e]&&(r[e]=n[e],n[e]=t)}),t={my:n.join(" "),at:n.join(" "),offset:r.join(" ")};t=e.extend({},e.ui.dialog.prototype.options.position,t)}else t=e.ui.dialog.prototype.options.position;i=this.uiDialog.is(":visible"),i||this.uiDialog.show(),this.uiDialog.position(t),i||this.uiDialog.hide()},_setOptions:function(t){var n=this,s={},o=!1;e.each(t,function(e,t){n._setOption(e,t),e in r&&(o=!0),e in i&&(s[e]=t)}),o&&this._size(),this.uiDialog.is(":data(resizable)")&&this.uiDialog.resizable("option",s)},_setOption:function(t,r){var i,s,o=this.uiDialog;switch(t){case"buttons":this._createButtons(r);break;case"closeText":this.uiDialogTitlebarCloseText.text(""+r);break;case"dialogClass":o.removeClass(this.options.dialogClass).addClass(n+r);break;case"disabled":r?o.addClass("ui-dialog-disabled"):o.removeClass("ui-dialog-disabled");break;case"draggable":i=o.is(":data(draggable)"),i&&!r&&o.draggable("destroy"),!i&&r&&this._makeDraggable();break;case"position":this._position(r);break;case"resizable":s=o.is(":data(resizable)"),s&&!r&&o.resizable("destroy"),s&&typeof r=="string"&&o.resizable("option","handles",r),!s&&r!==!1&&this._makeResizable(r);break;case"title":e(".ui-dialog-title",this.uiDialogTitlebar).html(""+(r||"&#160;"))}this._super(t,r)},_size:function(){var t,n,r,i=this.options,s=this.uiDialog.is(":visible");this.element.show().css({width:"auto",minHeight:0,height:0}),i.minWidth>i.width&&(i.width=i.minWidth),t=this.uiDialog.css({height:"auto",width:i.width}).outerHeight(),n=Math.max(0,i.minHeight-t),i.height==="auto"?e.support.minHeight?this.element.css({minHeight:n,height:"auto"}):(this.uiDialog.show(),r=this.element.css("height","auto").height(),s||this.uiDialog.hide(),this.element.height(Math.max(r,n))):this.element.height(Math.max(i.height-t,0)),this.uiDialog.is(":data(resizable)")&&this.uiDialog.resizable("option","minHeight",this._minHeight())}}),e.extend(e.ui.dialog,{uuid:0,maxZ:0,getTitleId:function(e){var t=e.attr("id");return t||(this.uuid+=1,t=this.uuid),"ui-dialog-title-"+t},overlay:function(t){this.$el=e.ui.dialog.overlay.create(t)}}),e.extend(e.ui.dialog.overlay,{instances:[],oldInstances:[],maxZ:0,events:e.map("focus,mousedown,mouseup,keydown,keypress,click".split(","),function(e){return e+".dialog-overlay"}).join(" "),create:function(t){this.instances.length===0&&(setTimeout(function(){e.ui.dialog.overlay.instances.length&&e(document).bind(e.ui.dialog.overlay.events,function(t){if(e(t.target).zIndex()<e.ui.dialog.overlay.maxZ)return!1})},1),e(window).bind("resize.dialog-overlay",e.ui.dialog.overlay.resize));var n=this.oldInstances.pop()||e("<div>").addClass("ui-widget-overlay");return e(document).bind("keydown.dialog-overlay",function(r){var i=e.ui.dialog.overlay.instances;i.length!==0&&i[i.length-1]===n&&t.options.closeOnEscape&&!r.isDefaultPrevented()&&r.keyCode&&r.keyCode===e.ui.keyCode.ESCAPE&&(t.close(r),r.preventDefault())}),n.appendTo(document.body).css({width:this.width(),height:this.height()}),e.fn.bgiframe&&n.bgiframe(),this.instances.push(n),n},destroy:function(t){var n=e.inArray(t,this.instances),r=0;n!==-1&&this.oldInstances.push(this.instances.splice(n,1)[0]),this.instances.length===0&&e([document,window]).unbind(".dialog-overlay"),t.height(0).width(0).remove(),e.each(this.instances,function(){r=Math.max(r,this.css("z-index"))}),this.maxZ=r},height:function(){var t,n;return e.browser.msie?(t=Math.max(document.documentElement.scrollHeight,document.body.scrollHeight),n=Math.max(document.documentElement.offsetHeight,document.body.offsetHeight),t<n?e(window).height()+"px":t+"px"):e(document).height()+"px"},width:function(){var t,n;return e.browser.msie?(t=Math.max(document.documentElement.scrollWidth,document.body.scrollWidth),n=Math.max(document.documentElement.offsetWidth,document.body.offsetWidth),t<n?e(window).width()+"px":t+"px"):e(document).width()+"px"},resize:function(){var t=e([]);e.each(e.ui.dialog.overlay.instances,function(){t=t.add(this)}),t.css({width:0,height:0}).css({width:e.ui.dialog.overlay.width(),height:e.ui.dialog.overlay.height()})}}),e.extend(e.ui.dialog.overlay.prototype,{destroy:function(){e.ui.dialog.overlay.destroy(this.$el)}})})(jQuery);(function(e,t){e.widget("ui.draggable",e.ui.mouse,{version:"1.9.0",widgetEventPrefix:"drag",options:{addClasses:!0,appendTo:"parent",axis:!1,connectToSortable:!1,containment:!1,cursor:"auto",cursorAt:!1,grid:!1,handle:!1,helper:"original",iframeFix:!1,opacity:!1,refreshPositions:!1,revert:!1,revertDuration:500,scope:"default",scroll:!0,scrollSensitivity:20,scrollSpeed:20,snap:!1,snapMode:"both",snapTolerance:20,stack:!1,zIndex:!1},_create:function(){this.options.helper=="original"&&!/^(?:r|a|f)/.test(this.element.css("position"))&&(this.element[0].style.position="relative"),this.options.addClasses&&this.element.addClass("ui-draggable"),this.options.disabled&&this.element.addClass("ui-draggable-disabled"),this._mouseInit()},_destroy:function(){this.element.removeClass("ui-draggable ui-draggable-dragging ui-draggable-disabled"),this._mouseDestroy()},_mouseCapture:function(t){var n=this.options;return this.helper||n.disabled||e(t.target).is(".ui-resizable-handle")?!1:(this.handle=this._getHandle(t),this.handle?(e(n.iframeFix===!0?"iframe":n.iframeFix).each(function(){e('<div class="ui-draggable-iframeFix" style="background: #fff;"></div>').css({width:this.offsetWidth+"px",height:this.offsetHeight+"px",position:"absolute",opacity:"0.001",zIndex:1e3}).css(e(this).offset()).appendTo("body")}),!0):!1)},_mouseStart:function(t){var n=this.options;return this.helper=this._createHelper(t),this.helper.addClass("ui-draggable-dragging"),this._cacheHelperProportions(),e.ui.ddmanager&&(e.ui.ddmanager.current=this),this._cacheMargins(),this.cssPosition=this.helper.css("position"),this.scrollParent=this.helper.scrollParent(),this.offset=this.positionAbs=this.element.offset(),this.offset={top:this.offset.top-this.margins.top,left:this.offset.left-this.margins.left},e.extend(this.offset,{click:{left:t.pageX-this.offset.left,top:t.pageY-this.offset.top},parent:this._getParentOffset(),relative:this._getRelativeOffset()}),this.originalPosition=this.position=this._generatePosition(t),this.originalPageX=t.pageX,this.originalPageY=t.pageY,n.cursorAt&&this._adjustOffsetFromHelper(n.cursorAt),n.containment&&this._setContainment(),this._trigger("start",t)===!1?(this._clear(),!1):(this._cacheHelperProportions(),e.ui.ddmanager&&!n.dropBehaviour&&e.ui.ddmanager.prepareOffsets(this,t),this._mouseDrag(t,!0),e.ui.ddmanager&&e.ui.ddmanager.dragStart(this,t),!0)},_mouseDrag:function(t,n){this.position=this._generatePosition(t),this.positionAbs=this._convertPositionTo("absolute");if(!n){var r=this._uiHash();if(this._trigger("drag",t,r)===!1)return this._mouseUp({}),!1;this.position=r.position}if(!this.options.axis||this.options.axis!="y")this.helper[0].style.left=this.position.left+"px";if(!this.options.axis||this.options.axis!="x")this.helper[0].style.top=this.position.top+"px";return e.ui.ddmanager&&e.ui.ddmanager.drag(this,t),!1},_mouseStop:function(t){var n=!1;e.ui.ddmanager&&!this.options.dropBehaviour&&(n=e.ui.ddmanager.drop(this,t)),this.dropped&&(n=this.dropped,this.dropped=!1);var r=this.element[0],i=!1;while(r&&(r=r.parentNode))r==document&&(i=!0);if(!i&&this.options.helper==="original")return!1;if(this.options.revert=="invalid"&&!n||this.options.revert=="valid"&&n||this.options.revert===!0||e.isFunction(this.options.revert)&&this.options.revert.call(this.element,n)){var s=this;e(this.helper).animate(this.originalPosition,parseInt(this.options.revertDuration,10),function(){s._trigger("stop",t)!==!1&&s._clear()})}else this._trigger("stop",t)!==!1&&this._clear();return!1},_mouseUp:function(t){return e("div.ui-draggable-iframeFix").each(function(){this.parentNode.removeChild(this)}),e.ui.ddmanager&&e.ui.ddmanager.dragStop(this,t),e.ui.mouse.prototype._mouseUp.call(this,t)},cancel:function(){return this.helper.is(".ui-draggable-dragging")?this._mouseUp({}):this._clear(),this},_getHandle:function(t){var n=!this.options.handle||!e(this.options.handle,this.element).length?!0:!1;return e(this.options.handle,this.element).find("*").andSelf().each(function(){this==t.target&&(n=!0)}),n},_createHelper:function(t){var n=this.options,r=e.isFunction(n.helper)?e(n.helper.apply(this.element[0],[t])):n.helper=="clone"?this.element.clone().removeAttr("id"):this.element;return r.parents("body").length||r.appendTo(n.appendTo=="parent"?this.element[0].parentNode:n.appendTo),r[0]!=this.element[0]&&!/(fixed|absolute)/.test(r.css("position"))&&r.css("position","absolute"),r},_adjustOffsetFromHelper:function(t){typeof t=="string"&&(t=t.split(" ")),e.isArray(t)&&(t={left:+t[0],top:+t[1]||0}),"left"in t&&(this.offset.click.left=t.left+this.margins.left),"right"in t&&(this.offset.click.left=this.helperProportions.width-t.right+this.margins.left),"top"in t&&(this.offset.click.top=t.top+this.margins.top),"bottom"in t&&(this.offset.click.top=this.helperProportions.height-t.bottom+this.margins.top)},_getParentOffset:function(){this.offsetParent=this.helper.offsetParent();var t=this.offsetParent.offset();this.cssPosition=="absolute"&&this.scrollParent[0]!=document&&e.contains(this.scrollParent[0],this.offsetParent[0])&&(t.left+=this.scrollParent.scrollLeft(),t.top+=this.scrollParent.scrollTop());if(this.offsetParent[0]==document.body||this.offsetParent[0].tagName&&this.offsetParent[0].tagName.toLowerCase()=="html"&&e.browser.msie)t={top:0,left:0};return{top:t.top+(parseInt(this.offsetParent.css("borderTopWidth"),10)||0),left:t.left+(parseInt(this.offsetParent.css("borderLeftWidth"),10)||0)}},_getRelativeOffset:function(){if(this.cssPosition=="relative"){var e=this.element.position();return{top:e.top-(parseInt(this.helper.css("top"),10)||0)+this.scrollParent.scrollTop(),left:e.left-(parseInt(this.helper.css("left"),10)||0)+this.scrollParent.scrollLeft()}}return{top:0,left:0}},_cacheMargins:function(){this.margins={left:parseInt(this.element.css("marginLeft"),10)||0,top:parseInt(this.element.css("marginTop"),10)||0,right:parseInt(this.element.css("marginRight"),10)||0,bottom:parseInt(this.element.css("marginBottom"),10)||0}},_cacheHelperProportions:function(){this.helperProportions={width:this.helper.outerWidth(),height:this.helper.outerHeight()}},_setContainment:function(){var t=this.options;t.containment=="parent"&&(t.containment=this.helper[0].parentNode);if(t.containment=="document"||t.containment=="window")this.containment=[t.containment=="document"?0:e(window).scrollLeft()-this.offset.relative.left-this.offset.parent.left,t.containment=="document"?0:e(window).scrollTop()-this.offset.relative.top-this.offset.parent.top,(t.containment=="document"?0:e(window).scrollLeft())+e(t.containment=="document"?document:window).width()-this.helperProportions.width-this.margins.left,(t.containment=="document"?0:e(window).scrollTop())+(e(t.containment=="document"?document:window).height()||document.body.parentNode.scrollHeight)-this.helperProportions.height-this.margins.top];if(!/^(document|window|parent)$/.test(t.containment)&&t.containment.constructor!=Array){var n=e(t.containment),r=n[0];if(!r)return;var i=n.offset(),s=e(r).css("overflow")!="hidden";this.containment=[(parseInt(e(r).css("borderLeftWidth"),10)||0)+(parseInt(e(r).css("paddingLeft"),10)||0),(parseInt(e(r).css("borderTopWidth"),10)||0)+(parseInt(e(r).css("paddingTop"),10)||0),(s?Math.max(r.scrollWidth,r.offsetWidth):r.offsetWidth)-(parseInt(e(r).css("borderLeftWidth"),10)||0)-(parseInt(e(r).css("paddingRight"),10)||0)-this.helperProportions.width-this.margins.left-this.margins.right,(s?Math.max(r.scrollHeight,r.offsetHeight):r.offsetHeight)-(parseInt(e(r).css("borderTopWidth"),10)||0)-(parseInt(e(r).css("paddingBottom"),10)||0)-this.helperProportions.height-this.margins.top-this.margins.bottom],this.relative_container=n}else t.containment.constructor==Array&&(this.containment=t.containment)},_convertPositionTo:function(t,n){n||(n=this.position);var r=t=="absolute"?1:-1,i=this.options,s=this.cssPosition!="absolute"||this.scrollParent[0]!=document&&!!e.contains(this.scrollParent[0],this.offsetParent[0])?this.scrollParent:this.offsetParent,o=/(html|body)/i.test(s[0].tagName);return{top:n.top+this.offset.relative.top*r+this.offset.parent.top*r-(this.cssPosition=="fixed"?-this.scrollParent.scrollTop():o?0:s.scrollTop())*r,left:n.left+this.offset.relative.left*r+this.offset.parent.left*r-(this.cssPosition=="fixed"?-this.scrollParent.scrollLeft():o?0:s.scrollLeft())*r}},_generatePosition:function(t){var n=this.options,r=this.cssPosition!="absolute"||this.scrollParent[0]!=document&&!!e.contains(this.scrollParent[0],this.offsetParent[0])?this.scrollParent:this.offsetParent,i=/(html|body)/i.test(r[0].tagName),s=t.pageX,o=t.pageY;if(this.originalPosition){var u;if(this.containment){if(this.relative_container){var a=this.relative_container.offset();u=[this.containment[0]+a.left,this.containment[1]+a.top,this.containment[2]+a.left,this.containment[3]+a.top]}else u=this.containment;t.pageX-this.offset.click.left<u[0]&&(s=u[0]+this.offset.click.left),t.pageY-this.offset.click.top<u[1]&&(o=u[1]+this.offset.click.top),t.pageX-this.offset.click.left>u[2]&&(s=u[2]+this.offset.click.left),t.pageY-this.offset.click.top>u[3]&&(o=u[3]+this.offset.click.top)}if(n.grid){var f=n.grid[1]?this.originalPageY+Math.round((o-this.originalPageY)/n.grid[1])*n.grid[1]:this.originalPageY;o=u?f-this.offset.click.top<u[1]||f-this.offset.click.top>u[3]?f-this.offset.click.top<u[1]?f+n.grid[1]:f-n.grid[1]:f:f;var l=n.grid[0]?this.originalPageX+Math.round((s-this.originalPageX)/n.grid[0])*n.grid[0]:this.originalPageX;s=u?l-this.offset.click.left<u[0]||l-this.offset.click.left>u[2]?l-this.offset.click.left<u[0]?l+n.grid[0]:l-n.grid[0]:l:l}}return{top:o-this.offset.click.top-this.offset.relative.top-this.offset.parent.top+(this.cssPosition=="fixed"?-this.scrollParent.scrollTop():i?0:r.scrollTop()),left:s-this.offset.click.left-this.offset.relative.left-this.offset.parent.left+(this.cssPosition=="fixed"?-this.scrollParent.scrollLeft():i?0:r.scrollLeft())}},_clear:function(){this.helper.removeClass("ui-draggable-dragging"),this.helper[0]!=this.element[0]&&!this.cancelHelperRemoval&&this.helper.remove(),this.helper=null,this.cancelHelperRemoval=!1},_trigger:function(t,n,r){return r=r||this._uiHash(),e.ui.plugin.call(this,t,[n,r]),t=="drag"&&(this.positionAbs=this._convertPositionTo("absolute")),e.Widget.prototype._trigger.call(this,t,n,r)},plugins:{},_uiHash:function(e){return{helper:this.helper,position:this.position,originalPosition:this.originalPosition,offset:this.positionAbs}}}),e.ui.plugin.add("draggable","connectToSortable",{start:function(t,n){var r=e(this).data("draggable"),i=r.options,s=e.extend({},n,{item:r.element});r.sortables=[],e(i.connectToSortable).each(function(){var n=e.data(this,"sortable");n&&!n.options.disabled&&(r.sortables.push({instance:n,shouldRevert:n.options.revert}),n.refreshPositions(),n._trigger("activate",t,s))})},stop:function(t,n){var r=e(this).data("draggable"),i=e.extend({},n,{item:r.element});e.each(r.sortables,function(){this.instance.isOver?(this.instance.isOver=0,r.cancelHelperRemoval=!0,this.instance.cancelHelperRemoval=!1,this.shouldRevert&&(this.instance.options.revert=!0),this.instance._mouseStop(t),this.instance.options.helper=this.instance.options._helper,r.options.helper=="original"&&this.instance.currentItem.css({top:"auto",left:"auto"})):(this.instance.cancelHelperRemoval=!1,this.instance._trigger("deactivate",t,i))})},drag:function(t,n){var r=e(this).data("draggable"),i=this,s=function(t){var n=this.offset.click.top,r=this.offset.click.left,i=this.positionAbs.top,s=this.positionAbs.left,o=t.height,u=t.width,a=t.top,f=t.left;return e.ui.isOver(i+n,s+r,a,f,o,u)};e.each(r.sortables,function(s){this.instance.positionAbs=r.positionAbs,this.instance.helperProportions=r.helperProportions,this.instance.offset.click=r.offset.click,this.instance._intersectsWith(this.instance.containerCache)?(this.instance.isOver||(this.instance.isOver=1,this.instance.currentItem=e(i).clone().removeAttr("id").appendTo(this.instance.element).data("sortable-item",!0),this.instance.options._helper=this.instance.options.helper,this.instance.options.helper=function(){return n.helper[0]},t.target=this.instance.currentItem[0],this.instance._mouseCapture(t,!0),this.instance._mouseStart(t,!0,!0),this.instance.offset.click.top=r.offset.click.top,this.instance.offset.click.left=r.offset.click.left,this.instance.offset.parent.left-=r.offset.parent.left-this.instance.offset.parent.left,this.instance.offset.parent.top-=r.offset.parent.top-this.instance.offset.parent.top,r._trigger("toSortable",t),r.dropped=this.instance.element,r.currentItem=r.element,this.instance.fromOutside=r),this.instance.currentItem&&this.instance._mouseDrag(t)):this.instance.isOver&&(this.instance.isOver=0,this.instance.cancelHelperRemoval=!0,this.instance.options.revert=!1,this.instance._trigger("out",t,this.instance._uiHash(this.instance)),this.instance._mouseStop(t,!0),this.instance.options.helper=this.instance.options._helper,this.instance.currentItem.remove(),this.instance.placeholder&&this.instance.placeholder.remove(),r._trigger("fromSortable",t),r.dropped=!1)})}}),e.ui.plugin.add("draggable","cursor",{start:function(t,n){var r=e("body"),i=e(this).data("draggable").options;r.css("cursor")&&(i._cursor=r.css("cursor")),r.css("cursor",i.cursor)},stop:function(t,n){var r=e(this).data("draggable").options;r._cursor&&e("body").css("cursor",r._cursor)}}),e.ui.plugin.add("draggable","opacity",{start:function(t,n){var r=e(n.helper),i=e(this).data("draggable").options;r.css("opacity")&&(i._opacity=r.css("opacity")),r.css("opacity",i.opacity)},stop:function(t,n){var r=e(this).data("draggable").options;r._opacity&&e(n.helper).css("opacity",r._opacity)}}),e.ui.plugin.add("draggable","scroll",{start:function(t,n){var r=e(this).data("draggable");r.scrollParent[0]!=document&&r.scrollParent[0].tagName!="HTML"&&(r.overflowOffset=r.scrollParent.offset())},drag:function(t,n){var r=e(this).data("draggable"),i=r.options,s=!1;if(r.scrollParent[0]!=document&&r.scrollParent[0].tagName!="HTML"){if(!i.axis||i.axis!="x")r.overflowOffset.top+r.scrollParent[0].offsetHeight-t.pageY<i.scrollSensitivity?r.scrollParent[0].scrollTop=s=r.scrollParent[0].scrollTop+i.scrollSpeed:t.pageY-r.overflowOffset.top<i.scrollSensitivity&&(r.scrollParent[0].scrollTop=s=r.scrollParent[0].scrollTop-i.scrollSpeed);if(!i.axis||i.axis!="y")r.overflowOffset.left+r.scrollParent[0].offsetWidth-t.pageX<i.scrollSensitivity?r.scrollParent[0].scrollLeft=s=r.scrollParent[0].scrollLeft+i.scrollSpeed:t.pageX-r.overflowOffset.left<i.scrollSensitivity&&(r.scrollParent[0].scrollLeft=s=r.scrollParent[0].scrollLeft-i.scrollSpeed)}else{if(!i.axis||i.axis!="x")t.pageY-e(document).scrollTop()<i.scrollSensitivity?s=e(document).scrollTop(e(document).scrollTop()-i.scrollSpeed):e(window).height()-(t.pageY-e(document).scrollTop())<i.scrollSensitivity&&(s=e(document).scrollTop(e(document).scrollTop()+i.scrollSpeed));if(!i.axis||i.axis!="y")t.pageX-e(document).scrollLeft()<i.scrollSensitivity?s=e(document).scrollLeft(e(document).scrollLeft()-i.scrollSpeed):e(window).width()-(t.pageX-e(document).scrollLeft())<i.scrollSensitivity&&(s=e(document).scrollLeft(e(document).scrollLeft()+i.scrollSpeed))}s!==!1&&e.ui.ddmanager&&!i.dropBehaviour&&e.ui.ddmanager.prepareOffsets(r,t)}}),e.ui.plugin.add("draggable","snap",{start:function(t,n){var r=e(this).data("draggable"),i=r.options;r.snapElements=[],e(i.snap.constructor!=String?i.snap.items||":data(draggable)":i.snap).each(function(){var t=e(this),n=t.offset();this!=r.element[0]&&r.snapElements.push({item:this,width:t.outerWidth(),height:t.outerHeight(),top:n.top,left:n.left})})},drag:function(t,n){var r=e(this).data("draggable"),i=r.options,s=i.snapTolerance,o=n.offset.left,u=o+r.helperProportions.width,a=n.offset.top,f=a+r.helperProportions.height;for(var l=r.snapElements.length-1;l>=0;l--){var c=r.snapElements[l].left,h=c+r.snapElements[l].width,p=r.snapElements[l].top,d=p+r.snapElements[l].height;if(!(c-s<o&&o<h+s&&p-s<a&&a<d+s||c-s<o&&o<h+s&&p-s<f&&f<d+s||c-s<u&&u<h+s&&p-s<a&&a<d+s||c-s<u&&u<h+s&&p-s<f&&f<d+s)){r.snapElements[l].snapping&&r.options.snap.release&&r.options.snap.release.call(r.element,t,e.extend(r._uiHash(),{snapItem:r.snapElements[l].item})),r.snapElements[l].snapping=!1;continue}if(i.snapMode!="inner"){var v=Math.abs(p-f)<=s,m=Math.abs(d-a)<=s,g=Math.abs(c-u)<=s,y=Math.abs(h-o)<=s;v&&(n.position.top=r._convertPositionTo("relative",{top:p-r.helperProportions.height,left:0}).top-r.margins.top),m&&(n.position.top=r._convertPositionTo("relative",{top:d,left:0}).top-r.margins.top),g&&(n.position.left=r._convertPositionTo("relative",{top:0,left:c-r.helperProportions.width}).left-r.margins.left),y&&(n.position.left=r._convertPositionTo("relative",{top:0,left:h}).left-r.margins.left)}var b=v||m||g||y;if(i.snapMode!="outer"){var v=Math.abs(p-a)<=s,m=Math.abs(d-f)<=s,g=Math.abs(c-o)<=s,y=Math.abs(h-u)<=s;v&&(n.position.top=r._convertPositionTo("relative",{top:p,left:0}).top-r.margins.top),m&&(n.position.top=r._convertPositionTo("relative",{top:d-r.helperProportions.height,left:0}).top-r.margins.top),g&&(n.position.left=r._convertPositionTo("relative",{top:0,left:c}).left-r.margins.left),y&&(n.position.left=r._convertPositionTo("relative",{top:0,left:h-r.helperProportions.width}).left-r.margins.left)}!r.snapElements[l].snapping&&(v||m||g||y||b)&&r.options.snap.snap&&r.options.snap.snap.call(r.element,t,e.extend(r._uiHash(),{snapItem:r.snapElements[l].item})),r.snapElements[l].snapping=v||m||g||y||b}}}),e.ui.plugin.add("draggable","stack",{start:function(t,n){var r=e(this).data("draggable").options,i=e.makeArray(e(r.stack)).sort(function(t,n){return(parseInt(e(t).css("zIndex"),10)||0)-(parseInt(e(n).css("zIndex"),10)||0)});if(!i.length)return;var s=parseInt(i[0].style.zIndex)||0;e(i).each(function(e){this.style.zIndex=s+e}),this[0].style.zIndex=s+i.length}}),e.ui.plugin.add("draggable","zIndex",{start:function(t,n){var r=e(n.helper),i=e(this).data("draggable").options;r.css("zIndex")&&(i._zIndex=r.css("zIndex")),r.css("zIndex",i.zIndex)},stop:function(t,n){var r=e(this).data("draggable").options;r._zIndex&&e(n.helper).css("zIndex",r._zIndex)}})})(jQuery);(function(e,t){e.widget("ui.droppable",{version:"1.9.0",widgetEventPrefix:"drop",options:{accept:"*",activeClass:!1,addClasses:!0,greedy:!1,hoverClass:!1,scope:"default",tolerance:"intersect"},_create:function(){var t=this.options,n=t.accept;this.isover=0,this.isout=1,this.accept=e.isFunction(n)?n:function(e){return e.is(n)},this.proportions={width:this.element[0].offsetWidth,height:this.element[0].offsetHeight},e.ui.ddmanager.droppables[t.scope]=e.ui.ddmanager.droppables[t.scope]||[],e.ui.ddmanager.droppables[t.scope].push(this),t.addClasses&&this.element.addClass("ui-droppable")},_destroy:function(){var t=e.ui.ddmanager.droppables[this.options.scope];for(var n=0;n<t.length;n++)t[n]==this&&t.splice(n,1);this.element.removeClass("ui-droppable ui-droppable-disabled")},_setOption:function(t,n){t=="accept"&&(this.accept=e.isFunction(n)?n:function(e){return e.is(n)}),e.Widget.prototype._setOption.apply(this,arguments)},_activate:function(t){var n=e.ui.ddmanager.current;this.options.activeClass&&this.element.addClass(this.options.activeClass),n&&this._trigger("activate",t,this.ui(n))},_deactivate:function(t){var n=e.ui.ddmanager.current;this.options.activeClass&&this.element.removeClass(this.options.activeClass),n&&this._trigger("deactivate",t,this.ui(n))},_over:function(t){var n=e.ui.ddmanager.current;if(!n||(n.currentItem||n.element)[0]==this.element[0])return;this.accept.call(this.element[0],n.currentItem||n.element)&&(this.options.hoverClass&&this.element.addClass(this.options.hoverClass),this._trigger("over",t,this.ui(n)))},_out:function(t){var n=e.ui.ddmanager.current;if(!n||(n.currentItem||n.element)[0]==this.element[0])return;this.accept.call(this.element[0],n.currentItem||n.element)&&(this.options.hoverClass&&this.element.removeClass(this.options.hoverClass),this._trigger("out",t,this.ui(n)))},_drop:function(t,n){var r=n||e.ui.ddmanager.current;if(!r||(r.currentItem||r.element)[0]==this.element[0])return!1;var i=!1;return this.element.find(":data(droppable)").not(".ui-draggable-dragging").each(function(){var t=e.data(this,"droppable");if(t.options.greedy&&!t.options.disabled&&t.options.scope==r.options.scope&&t.accept.call(t.element[0],r.currentItem||r.element)&&e.ui.intersect(r,e.extend(t,{offset:t.element.offset()}),t.options.tolerance))return i=!0,!1}),i?!1:this.accept.call(this.element[0],r.currentItem||r.element)?(this.options.activeClass&&this.element.removeClass(this.options.activeClass),this.options.hoverClass&&this.element.removeClass(this.options.hoverClass),this._trigger("drop",t,this.ui(r)),this.element):!1},ui:function(e){return{draggable:e.currentItem||e.element,helper:e.helper,position:e.position,offset:e.positionAbs}}}),e.ui.intersect=function(t,n,r){if(!n.offset)return!1;var i=(t.positionAbs||t.position.absolute).left,s=i+t.helperProportions.width,o=(t.positionAbs||t.position.absolute).top,u=o+t.helperProportions.height,a=n.offset.left,f=a+n.proportions.width,l=n.offset.top,c=l+n.proportions.height;switch(r){case"fit":return a<=i&&s<=f&&l<=o&&u<=c;case"intersect":return a<i+t.helperProportions.width/2&&s-t.helperProportions.width/2<f&&l<o+t.helperProportions.height/2&&u-t.helperProportions.height/2<c;case"pointer":var h=(t.positionAbs||t.position.absolute).left+(t.clickOffset||t.offset.click).left,p=(t.positionAbs||t.position.absolute).top+(t.clickOffset||t.offset.click).top,d=e.ui.isOver(p,h,l,a,n.proportions.height,n.proportions.width);return d;case"touch":return(o>=l&&o<=c||u>=l&&u<=c||o<l&&u>c)&&(i>=a&&i<=f||s>=a&&s<=f||i<a&&s>f);default:return!1}},e.ui.ddmanager={current:null,droppables:{"default":[]},prepareOffsets:function(t,n){var r=e.ui.ddmanager.droppables[t.options.scope]||[],i=n?n.type:null,s=(t.currentItem||t.element).find(":data(droppable)").andSelf();e:for(var o=0;o<r.length;o++){if(r[o].options.disabled||t&&!r[o].accept.call(r[o].element[0],t.currentItem||t.element))continue;for(var u=0;u<s.length;u++)if(s[u]==r[o].element[0]){r[o].proportions.height=0;continue 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e.each(e.ui.ddmanager.droppables[t.options.scope]||[],function(){if(!this.options)return;!this.options.disabled&&this.visible&&e.ui.intersect(t,this,this.options.tolerance)&&(r=this._drop.call(this,n)||r),!this.options.disabled&&this.visible&&this.accept.call(this.element[0],t.currentItem||t.element)&&(this.isout=1,this.isover=0,this._deactivate.call(this,n))}),r},dragStart:function(t,n){t.element.parentsUntil("body").bind("scroll.droppable",function(){t.options.refreshPositions||e.ui.ddmanager.prepareOffsets(t,n)})},drag:function(t,n){t.options.refreshPositions&&e.ui.ddmanager.prepareOffsets(t,n),e.each(e.ui.ddmanager.droppables[t.options.scope]||[],function(){if(this.options.disabled||this.greedyChild||!this.visible)return;var r=e.ui.intersect(t,this,this.options.tolerance),i=!r&&this.isover==1?"isout":r&&this.isover==0?"isover":null;if(!i)return;var s;if(this.options.greedy){var o=this.options.scope,u=this.element.parents(":data(droppable)").filter(function(){return 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o=n(this.helper.css("left")),u=n(this.helper.css("top"));r.containment&&(o+=e(r.containment).scrollLeft()||0,u+=e(r.containment).scrollTop()||0),this.offset=this.helper.offset(),this.position={left:o,top:u},this.size=this._helper?{width:s.outerWidth(),height:s.outerHeight()}:{width:s.width(),height:s.height()},this.originalSize=this._helper?{width:s.outerWidth(),height:s.outerHeight()}:{width:s.width(),height:s.height()},this.originalPosition={left:o,top:u},this.sizeDiff={width:s.outerWidth()-s.width(),height:s.outerHeight()-s.height()},this.originalMousePosition={left:t.pageX,top:t.pageY},this.aspectRatio=typeof r.aspectRatio=="number"?r.aspectRatio:this.originalSize.width/this.originalSize.height||1;var a=e(".ui-resizable-"+this.axis).css("cursor");return e("body").css("cursor",a=="auto"?this.axis+"-resize":a),s.addClass("ui-resizable-resizing"),this._propagate("start",t),!0},_mouseDrag:function(e){var t=this.helper,n=this.options,r={},i=this,s=this.originalMousePosition,o=this.axis,u=e.pageX-s.left||0,a=e.pageY-s.top||0,f=this._change[o];if(!f)return!1;var l=f.apply(this,[e,u,a]);this._updateVirtualBoundaries(e.shiftKey);if(this._aspectRatio||e.shiftKey)l=this._updateRatio(l,e);return l=this._respectSize(l,e),this._propagate("resize",e),t.css({top:this.position.top+"px",left:this.position.left+"px",width:this.size.width+"px",height:this.size.height+"px"}),!this._helper&&this._proportionallyResizeElements.length&&this._proportionallyResize(),this._updateCache(l),this._trigger("resize",e,this.ui()),!1},_mouseStop:function(t){this.resizing=!1;var n=this.options,r=this;if(this._helper){var i=this._proportionallyResizeElements,s=i.length&&/textarea/i.test(i[0].nodeName),o=s&&e.ui.hasScroll(i[0],"left")?0:r.sizeDiff.height,u=s?0:r.sizeDiff.width,a={width:r.helper.width()-u,height:r.helper.height()-o},f=parseInt(r.element.css("left"),10)+(r.position.left-r.originalPosition.left)||null,l=parseInt(r.element.css("top"),10)+(r.position.top-r.originalPosition.top)||null;n.animate||this.element.css(e.extend(a,{top:l,left:f})),r.helper.height(r.size.height),r.helper.width(r.size.width),this._helper&&!n.animate&&this._proportionallyResize()}return e("body").css("cursor","auto"),this.element.removeClass("ui-resizable-resizing"),this._propagate("stop",t),this._helper&&this.helper.remove(),!1},_updateVirtualBoundaries:function(e){var t=this.options,n,i,s,o,u;u={minWidth:r(t.minWidth)?t.minWidth:0,maxWidth:r(t.maxWidth)?t.maxWidth:Infinity,minHeight:r(t.minHeight)?t.minHeight:0,maxHeight:r(t.maxHeight)?t.maxHeight:Infinity};if(this._aspectRatio||e)n=u.minHeight*this.aspectRatio,s=u.minWidth/this.aspectRatio,i=u.maxHeight*this.aspectRatio,o=u.maxWidth/this.aspectRatio,n>u.minWidth&&(u.minWidth=n),s>u.minHeight&&(u.minHeight=s),i<u.maxWidth&&(u.maxWidth=i),o<u.maxHeight&&(u.maxHeight=o);this._vBoundaries=u},_updateCache:function(e){var t=this.options;this.offset=this.helper.offset(),r(e.left)&&(this.position.left=e.left),r(e.top)&&(this.position.top=e.top),r(e.height)&&(this.size.height=e.height),r(e.width)&&(this.size.width=e.width)},_updateRatio:function(e,t){var n=this.options,i=this.position,s=this.size,o=this.axis;return r(e.height)?e.width=e.height*this.aspectRatio:r(e.width)&&(e.height=e.width/this.aspectRatio),o=="sw"&&(e.left=i.left+(s.width-e.width),e.top=null),o=="nw"&&(e.top=i.top+(s.height-e.height),e.left=i.left+(s.width-e.width)),e},_respectSize:function(e,t){var n=this.helper,i=this._vBoundaries,s=this._aspectRatio||t.shiftKey,o=this.axis,u=r(e.width)&&i.maxWidth&&i.maxWidth<e.width,a=r(e.height)&&i.maxHeight&&i.maxHeight<e.height,f=r(e.width)&&i.minWidth&&i.minWidth>e.width,l=r(e.height)&&i.minHeight&&i.minHeight>e.height;f&&(e.width=i.minWidth),l&&(e.height=i.minHeight),u&&(e.width=i.maxWidth),a&&(e.height=i.maxHeight);var c=this.originalPosition.left+this.originalSize.width,h=this.position.top+this.size.height,p=/sw|nw|w/.test(o),d=/nw|ne|n/.test(o);f&&p&&(e.left=c-i.minWidth),u&&p&&(e.left=c-i.maxWidth),l&&d&&(e.top=h-i.minHeight),a&&d&&(e.top=h-i.maxHeight);var v=!e.width&&!e.height;return v&&!e.left&&e.top?e.top=null:v&&!e.top&&e.left&&(e.left=null),e},_proportionallyResize:function(){var t=this.options;if(!this._proportionallyResizeElements.length)return;var n=this.helper||this.element;for(var r=0;r<this._proportionallyResizeElements.length;r++){var i=this._proportionallyResizeElements[r];if(!this.borderDif){var s=[i.css("borderTopWidth"),i.css("borderRightWidth"),i.css("borderBottomWidth"),i.css("borderLeftWidth")],o=[i.css("paddingTop"),i.css("paddingRight"),i.css("paddingBottom"),i.css("paddingLeft")];this.borderDif=e.map(s,function(e,t){var n=parseInt(e,10)||0,r=parseInt(o[t],10)||0;return n+r})}i.css({height:n.height()-this.borderDif[0]-this.borderDif[2]||0,width:n.width()-this.borderDif[1]-this.borderDif[3]||0})}},_renderProxy:function(){var t=this.element,n=this.options;this.elementOffset=t.offset();if(this._helper){this.helper=this.helper||e('<div style="overflow:hidden;"></div>');var r=e.browser.msie&&e.browser.version<7,i=r?1:0,s=r?2:-1;this.helper.addClass(this._helper).css({width:this.element.outerWidth()+s,height:this.element.outerHeight()+s,position:"absolute",left:this.elementOffset.left-i+"px",top:this.elementOffset.top-i+"px",zIndex:++n.zIndex}),this.helper.appendTo("body").disableSelection()}else this.helper=this.element},_change:{e:function(e,t,n){return{width:this.originalSize.width+t}},w:function(e,t,n){var r=this.options,i=this.originalSize,s=this.originalPosition;return{left:s.left+t,width:i.width-t}},n:function(e,t,n){var r=this.options,i=this.originalSize,s=this.originalPosition;return{top:s.top+n,height:i.height-n}},s:function(e,t,n){return{height:this.originalSize.height+n}},se:function(t,n,r){return e.extend(this._change.s.apply(this,arguments),this._change.e.apply(this,[t,n,r]))},sw:function(t,n,r){return e.extend(this._change.s.apply(this,arguments),this._change.w.apply(this,[t,n,r]))},ne:function(t,n,r){return e.extend(this._change.n.apply(this,arguments),this._change.e.apply(this,[t,n,r]))},nw:function(t,n,r){return e.extend(this._change.n.apply(this,arguments),this._change.w.apply(this,[t,n,r]))}},_propagate:function(t,n){e.ui.plugin.call(this,t,[n,this.ui()]),t!="resize"&&this._trigger(t,n,this.ui())},plugins:{},ui:function(){return{originalElement:this.originalElement,element:this.element,helper:this.helper,position:this.position,size:this.size,originalSize:this.originalSize,originalPosition:this.originalPosition}}}),e.ui.plugin.add("resizable","alsoResize",{start:function(t,n){var r=e(this).data("resizable"),i=r.options,s=function(t){e(t).each(function(){var t=e(this);t.data("resizable-alsoresize",{width:parseInt(t.width(),10),height:parseInt(t.height(),10),left:parseInt(t.css("left"),10),top:parseInt(t.css("top"),10)})})};typeof i.alsoResize=="object"&&!i.alsoResize.parentNode?i.alsoResize.length?(i.alsoResize=i.alsoResize[0],s(i.alsoResize)):e.each(i.alsoResize,function(e){s(e)}):s(i.alsoResize)},resize:function(t,n){var r=e(this).data("resizable"),i=r.options,s=r.originalSize,o=r.originalPosition,u={height:r.size.height-s.height||0,width:r.size.width-s.width||0,top:r.position.top-o.top||0,left:r.position.left-o.left||0},a=function(t,r){e(t).each(function(){var t=e(this),i=e(this).data("resizable-alsoresize"),s={},o=r&&r.length?r:t.parents(n.originalElement[0]).length?["width","height"]:["width","height","top","left"];e.each(o,function(e,t){var n=(i[t]||0)+(u[t]||0);n&&n>=0&&(s[t]=n||null)}),t.css(s)})};typeof i.alsoResize=="object"&&!i.alsoResize.nodeType?e.each(i.alsoResize,function(e,t){a(e,t)}):a(i.alsoResize)},stop:function(t,n){e(this).removeData("resizable-alsoresize")}}),e.ui.plugin.add("resizable","animate",{stop:function(t,n){var r=e(this).data("resizable"),i=r.options,s=r._proportionallyResizeElements,o=s.length&&/textarea/i.test(s[0].nodeName),u=o&&e.ui.hasScroll(s[0],"left")?0:r.sizeDiff.height,a=o?0:r.sizeDiff.width,f={width:r.size.width-a,height:r.size.height-u},l=parseInt(r.element.css("left"),10)+(r.position.left-r.originalPosition.left)||null,c=parseInt(r.element.css("top"),10)+(r.position.top-r.originalPosition.top)||null;r.element.animate(e.extend(f,c&&l?{top:c,left:l}:{}),{duration:i.animateDuration,easing:i.animateEasing,step:function(){var n={width:parseInt(r.element.css("width"),10),height:parseInt(r.element.css("height"),10),top:parseInt(r.element.css("top"),10),left:parseInt(r.element.css("left"),10)};s&&s.length&&e(s[0]).css({width:n.width,height:n.height}),r._updateCache(n),r._propagate("resize",t)}})}}),e.ui.plugin.add("resizable","containment",{start:function(t,r){var i=e(this).data("resizable"),s=i.options,o=i.element,u=s.containment,a=u instanceof e?u.get(0):/parent/.test(u)?o.parent().get(0):u;if(!a)return;i.containerElement=e(a);if(/document/.test(u)||u==document)i.containerOffset={left:0,top:0},i.containerPosition={left:0,top:0},i.parentData={element:e(document),left:0,top:0,width:e(document).width(),height:e(document).height()||document.body.parentNode.scrollHeight};else{var f=e(a),l=[];e(["Top","Right","Left","Bottom"]).each(function(e,t){l[e]=n(f.css("padding"+t))}),i.containerOffset=f.offset(),i.containerPosition=f.position(),i.containerSize={height:f.innerHeight()-l[3],width:f.innerWidth()-l[1]};var c=i.containerOffset,h=i.containerSize.height,p=i.containerSize.width,d=e.ui.hasScroll(a,"left")?a.scrollWidth:p,v=e.ui.hasScroll(a)?a.scrollHeight:h;i.parentData={element:a,left:c.left,top:c.top,width:d,height:v}}},resize:function(t,n){var r=e(this).data("resizable"),i=r.options,s=r.containerSize,o=r.containerOffset,u=r.size,a=r.position,f=r._aspectRatio||t.shiftKey,l={top:0,left:0},c=r.containerElement;c[0]!=document&&/static/.test(c.css("position"))&&(l=o),a.left<(r._helper?o.left:0)&&(r.size.width=r.size.width+(r._helper?r.position.left-o.left:r.position.left-l.left),f&&(r.size.height=r.size.width/r.aspectRatio),r.position.left=i.helper?o.left:0),a.top<(r._helper?o.top:0)&&(r.size.height=r.size.height+(r._helper?r.position.top-o.top:r.position.top),f&&(r.size.width=r.size.height*r.aspectRatio),r.position.top=r._helper?o.top:0),r.offset.left=r.parentData.left+r.position.left,r.offset.top=r.parentData.top+r.position.top;var h=Math.abs((r._helper?r.offset.left-l.left:r.offset.left-l.left)+r.sizeDiff.width),p=Math.abs((r._helper?r.offset.top-l.top:r.offset.top-o.top)+r.sizeDiff.height),d=r.containerElement.get(0)==r.element.parent().get(0),v=/relative|absolute/.test(r.containerElement.css("position"));d&&v&&(h-=r.parentData.left),h+r.size.width>=r.parentData.width&&(r.size.width=r.parentData.width-h,f&&(r.size.height=r.size.width/r.aspectRatio)),p+r.size.height>=r.parentData.height&&(r.size.height=r.parentData.height-p,f&&(r.size.width=r.size.height*r.aspectRatio))},stop:function(t,n){var r=e(this).data("resizable"),i=r.options,s=r.position,o=r.containerOffset,u=r.containerPosition,a=r.containerElement,f=e(r.helper),l=f.offset(),c=f.outerWidth()-r.sizeDiff.width,h=f.outerHeight()-r.sizeDiff.height;r._helper&&!i.animate&&/relative/.test(a.css("position"))&&e(this).css({left:l.left-u.left-o.left,width:c,height:h}),r._helper&&!i.animate&&/static/.test(a.css("position"))&&e(this).css({left:l.left-u.left-o.left,width:c,height:h})}}),e.ui.plugin.add("resizable","ghost",{start:function(t,n){var r=e(this).data("resizable"),i=r.options,s=r.size;r.ghost=r.originalElement.clone(),r.ghost.css({opacity:.25,display:"block",position:"relative",height:s.height,width:s.width,margin:0,left:0,top:0}).addClass("ui-resizable-ghost").addClass(typeof i.ghost=="string"?i.ghost:""),r.ghost.appendTo(r.helper)},resize:function(t,n){var r=e(this).data("resizable"),i=r.options;r.ghost&&r.ghost.css({position:"relative",height:r.size.height,width:r.size.width})},stop:function(t,n){var r=e(this).data("resizable"),i=r.options;r.ghost&&r.helper&&r.helper.get(0).removeChild(r.ghost.get(0))}}),e.ui.plugin.add("resizable","grid",{resize:function(t,n){var r=e(this).data("resizable"),i=r.options,s=r.size,o=r.originalSize,u=r.originalPosition,a=r.axis,f=i._aspectRatio||t.shiftKey;i.grid=typeof i.grid=="number"?[i.grid,i.grid]:i.grid;var l=Math.round((s.width-o.width)/(i.grid[0]||1))*(i.grid[0]||1),c=Math.round((s.height-o.height)/(i.grid[1]||1))*(i.grid[1]||1);/^(se|s|e)$/.test(a)?(r.size.width=o.width+l,r.size.height=o.height+c):/^(ne)$/.test(a)?(r.size.width=o.width+l,r.size.height=o.height+c,r.position.top=u.top-c):/^(sw)$/.test(a)?(r.size.width=o.width+l,r.size.height=o.height+c,r.position.left=u.left-l):(r.size.width=o.width+l,r.size.height=o.height+c,r.position.top=u.top-c,r.position.left=u.left-l)}});var n=function(e){return parseInt(e,10)||0},r=function(e){return!isNaN(parseInt(e,10))}})(jQuery);(function(e,t){e.widget("ui.selectable",e.ui.mouse,{version:"1.9.0",options:{appendTo:"body",autoRefresh:!0,distance:0,filter:"*",tolerance:"touch"},_create:function(){var t=this;this.element.addClass("ui-selectable"),this.dragged=!1;var n;this.refresh=function(){n=e(t.options.filter,t.element[0]),n.addClass("ui-selectee"),n.each(function(){var t=e(this),n=t.offset();e.data(this,"selectable-item",{element:this,$element:t,left:n.left,top:n.top,right:n.left+t.outerWidth(),bottom:n.top+t.outerHeight(),startselected:!1,selected:t.hasClass("ui-selected"),selecting:t.hasClass("ui-selecting"),unselecting:t.hasClass("ui-unselecting")})})},this.refresh(),this.selectees=n.addClass("ui-selectee"),this._mouseInit(),this.helper=e("<div class='ui-selectable-helper'></div>")},_destroy:function(){this.selectees.removeClass("ui-selectee").removeData("selectable-item"),this.element.removeClass("ui-selectable ui-selectable-disabled"),this._mouseDestroy()},_mouseStart:function(t){var n=this;this.opos=[t.pageX,t.pageY];if(this.options.disabled)return;var r=this.options;this.selectees=e(r.filter,this.element[0]),this._trigger("start",t),e(r.appendTo).append(this.helper),this.helper.css({left:t.clientX,top:t.clientY,width:0,height:0}),r.autoRefresh&&this.refresh(),this.selectees.filter(".ui-selected").each(function(){var r=e.data(this,"selectable-item");r.startselected=!0,!t.metaKey&&!t.ctrlKey&&(r.$element.removeClass("ui-selected"),r.selected=!1,r.$element.addClass("ui-unselecting"),r.unselecting=!0,n._trigger("unselecting",t,{unselecting:r.element}))}),e(t.target).parents().andSelf().each(function(){var r=e.data(this,"selectable-item");if(r){var i=!t.metaKey&&!t.ctrlKey||!r.$element.hasClass("ui-selected");return r.$element.removeClass(i?"ui-unselecting":"ui-selected").addClass(i?"ui-selecting":"ui-unselecting"),r.unselecting=!i,r.selecting=i,r.selected=i,i?n._trigger("selecting",t,{selecting:r.element}):n._trigger("unselecting",t,{unselecting:r.element}),!1}})},_mouseDrag:function(t){var n=this;this.dragged=!0;if(this.options.disabled)return;var r=this.options,i=this.opos[0],s=this.opos[1],o=t.pageX,u=t.pageY;if(i>o){var a=o;o=i,i=a}if(s>u){var a=u;u=s,s=a}return this.helper.css({left:i,top:s,width:o-i,height:u-s}),this.selectees.each(function(){var a=e.data(this,"selectable-item");if(!a||a.element==n.element[0])return;var f=!1;r.tolerance=="touch"?f=!(a.left>o||a.right<i||a.top>u||a.bottom<s):r.tolerance=="fit"&&(f=a.left>i&&a.right<o&&a.top>s&&a.bottom<u),f?(a.selected&&(a.$element.removeClass("ui-selected"),a.selected=!1),a.unselecting&&(a.$element.removeClass("ui-unselecting"),a.unselecting=!1),a.selecting||(a.$element.addClass("ui-selecting"),a.selecting=!0,n._trigger("selecting",t,{selecting:a.element}))):(a.selecting&&((t.metaKey||t.ctrlKey)&&a.startselected?(a.$element.removeClass("ui-selecting"),a.selecting=!1,a.$element.addClass("ui-selected"),a.selected=!0):(a.$element.removeClass("ui-selecting"),a.selecting=!1,a.startselected&&(a.$element.addClass("ui-unselecting"),a.unselecting=!0),n._trigger("unselecting",t,{unselecting:a.element}))),a.selected&&!t.metaKey&&!t.ctrlKey&&!a.startselected&&(a.$element.removeClass("ui-selected"),a.selected=!1,a.$element.addClass("ui-unselecting"),a.unselecting=!0,n._trigger("unselecting",t,{unselecting:a.element})))}),!1},_mouseStop:function(t){var 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href='#'></a>",o=r.values&&r.values.length||1,u=[];this._keySliding=!1,this._mouseSliding=!1,this._animateOff=!0,this._handleIndex=null,this._detectOrientation(),this._mouseInit(),this.element.addClass("ui-slider ui-slider-"+this.orientation+" ui-widget"+" ui-widget-content"+" ui-corner-all"+(r.disabled?" ui-slider-disabled ui-disabled":"")),this.range=e([]),r.range&&(r.range===!0&&(r.values||(r.values=[this._valueMin(),this._valueMin()]),r.values.length&&r.values.length!==2&&(r.values=[r.values[0],r.values[0]])),this.range=e("<div></div>").appendTo(this.element).addClass("ui-slider-range ui-widget-header"+(r.range==="min"||r.range==="max"?" ui-slider-range-"+r.range:"")));for(t=i.length;t<o;t++)u.push(s);this.handles=i.add(e(u.join("")).appendTo(this.element)),this.handle=this.handles.eq(0),this.handles.add(this.range).filter("a").click(function(e){e.preventDefault()}).mouseenter(function(){r.disabled||e(this).addClass("ui-state-hover")}).mouseleave(function(){e(this).removeClass("ui-state-hover")}).focus(function(){r.disabled?e(this).blur():(e(".ui-slider .ui-state-focus").removeClass("ui-state-focus"),e(this).addClass("ui-state-focus"))}).blur(function(){e(this).removeClass("ui-state-focus")}),this.handles.each(function(t){e(this).data("ui-slider-handle-index",t)}),this._on(this.handles,{keydown:function(t){var r,i,s,o,u=e(t.target).data("ui-slider-handle-index");switch(t.keyCode){case e.ui.keyCode.HOME:case e.ui.keyCode.END:case e.ui.keyCode.PAGE_UP:case e.ui.keyCode.PAGE_DOWN:case e.ui.keyCode.UP:case e.ui.keyCode.RIGHT:case e.ui.keyCode.DOWN:case e.ui.keyCode.LEFT:t.preventDefault();if(!this._keySliding){this._keySliding=!0,e(t.target).addClass("ui-state-active"),r=this._start(t,u);if(r===!1)return}}o=this.options.step,this.options.values&&this.options.values.length?i=s=this.values(u):i=s=this.value();switch(t.keyCode){case e.ui.keyCode.HOME:s=this._valueMin();break;case e.ui.keyCode.END:s=this._valueMax();break;case e.ui.keyCode.PAGE_UP:s=this._trimAlignValue(i+(this._valueMax()-this._valueMin())/n);break;case e.ui.keyCode.PAGE_DOWN:s=this._trimAlignValue(i-(this._valueMax()-this._valueMin())/n);break;case e.ui.keyCode.UP:case e.ui.keyCode.RIGHT:if(i===this._valueMax())return;s=this._trimAlignValue(i+o);break;case e.ui.keyCode.DOWN:case e.ui.keyCode.LEFT:if(i===this._valueMin())return;s=this._trimAlignValue(i-o)}this._slide(t,u,s)},keyup:function(t){var n=e(t.target).data("ui-slider-handle-index");this._keySliding&&(this._keySliding=!1,this._stop(t,n),this._change(t,n),e(t.target).removeClass("ui-state-active"))}}),this._refreshValue(),this._animateOff=!1},_destroy:function(){this.handles.remove(),this.range.remove(),this.element.removeClass("ui-slider ui-slider-horizontal ui-slider-vertical ui-slider-disabled ui-widget ui-widget-content ui-corner-all"),this._mouseDestroy()},_mouseCapture:function(t){var n,r,i,s,o,u,a,f,l=this,c=this.options;return c.disabled?!1:(this.elementSize={width:this.element.outerWidth(),height:this.element.outerHeight()},this.elementOffset=this.element.offset(),n={x:t.pageX,y:t.pageY},r=this._normValueFromMouse(n),i=this._valueMax()-this._valueMin()+1,this.handles.each(function(t){var n=Math.abs(r-l.values(t));i>n&&(i=n,s=e(this),o=t)}),c.range===!0&&this.values(1)===c.min&&(o+=1,s=e(this.handles[o])),u=this._start(t,o),u===!1?!1:(this._mouseSliding=!0,this._handleIndex=o,s.addClass("ui-state-active").focus(),a=s.offset(),f=!e(t.target).parents().andSelf().is(".ui-slider-handle"),this._clickOffset=f?{left:0,top:0}:{left:t.pageX-a.left-s.width()/2,top:t.pageY-a.top-s.height()/2-(parseInt(s.css("borderTopWidth"),10)||0)-(parseInt(s.css("borderBottomWidth"),10)||0)+(parseInt(s.css("marginTop"),10)||0)},this.handles.hasClass("ui-state-hover")||this._slide(t,o,r),this._animateOff=!0,!0))},_mouseStart:function(e){return!0},_mouseDrag:function(e){var t={x:e.pageX,y:e.pageY},n=this._normValueFromMouse(t);return this._slide(e,this._handleIndex,n),!1},_mouseStop:function(e){return this.handles.removeClass("ui-state-active"),this._mouseSliding=!1,this._stop(e,this._handleIndex),this._change(e,this._handleIndex),this._handleIndex=null,this._clickOffset=null,this._animateOff=!1,!1},_detectOrientation:function(){this.orientation=this.options.orientation==="vertical"?"vertical":"horizontal"},_normValueFromMouse:function(e){var t,n,r,i,s;return this.orientation==="horizontal"?(t=this.elementSize.width,n=e.x-this.elementOffset.left-(this._clickOffset?this._clickOffset.left:0)):(t=this.elementSize.height,n=e.y-this.elementOffset.top-(this._clickOffset?this._clickOffset.top:0)),r=n/t,r>1&&(r=1),r<0&&(r=0),this.orientation==="vertical"&&(r=1-r),i=this._valueMax()-this._valueMin(),s=this._valueMin()+r*i,this._trimAlignValue(s)},_start:function(e,t){var n={handle:this.handles[t],value:this.value()};return this.options.values&&this.options.values.length&&(n.value=this.values(t),n.values=this.values()),this._trigger("start",e,n)},_slide:function(e,t,n){var r,i,s;this.options.values&&this.options.values.length?(r=this.values(t?0:1),this.options.values.length===2&&this.options.range===!0&&(t===0&&n>r||t===1&&n<r)&&(n=r),n!==this.values(t)&&(i=this.values(),i[t]=n,s=this._trigger("slide",e,{handle:this.handles[t],value:n,values:i}),r=this.values(t?0:1),s!==!1&&this.values(t,n,!0))):n!==this.value()&&(s=this._trigger("slide",e,{handle:this.handles[t],value:n}),s!==!1&&this.value(n))},_stop:function(e,t){var n={handle:this.handles[t],value:this.value()};this.options.values&&this.options.values.length&&(n.value=this.values(t),n.values=this.values()),this._trigger("stop",e,n)},_change:function(e,t){if(!this._keySliding&&!this._mouseSliding){var n={handle:this.handles[t],value:this.value()};this.options.values&&this.options.values.length&&(n.value=this.values(t),n.values=this.values()),this._trigger("change",e,n)}},value:function(e){if(arguments.length){this.options.value=this._trimAlignValue(e),this._refreshValue(),this._change(null,0);return}return this._value()},values:function(t,n){var r,i,s;if(arguments.length>1){this.options.values[t]=this._trimAlignValue(n),this._refreshValue(),this._change(null,t);return}if(!arguments.length)return this._values();if(!e.isArray(arguments[0]))return this.options.values&&this.options.values.length?this._values(t):this.value();r=this.options.values,i=arguments[0];for(s=0;s<r.length;s+=1)r[s]=this._trimAlignValue(i[s]),this._change(null,s);this._refreshValue()},_setOption:function(t,n){var r,i=0;e.isArray(this.options.values)&&(i=this.options.values.length),e.Widget.prototype._setOption.apply(this,arguments);switch(t){case"disabled":n?(this.handles.filter(".ui-state-focus").blur(),this.handles.removeClass("ui-state-hover"),this.handles.prop("disabled",!0),this.element.addClass("ui-disabled")):(this.handles.prop("disabled",!1),this.element.removeClass("ui-disabled"));break;case"orientation":this._detectOrientation(),this.element.removeClass("ui-slider-horizontal ui-slider-vertical").addClass("ui-slider-"+this.orientation),this._refreshValue();break;case"value":this._animateOff=!0,this._refreshValue(),this._change(null,0),this._animateOff=!1;break;case"values":this._animateOff=!0,this._refreshValue();for(r=0;r<i;r+=1)this._change(null,r);this._animateOff=!1}},_value:function(){var e=this.options.value;return e=this._trimAlignValue(e),e},_values:function(e){var t,n,r;if(arguments.length)return t=this.options.values[e],t=this._trimAlignValue(t),t;n=this.options.values.slice();for(r=0;r<n.length;r+=1)n[r]=this._trimAlignValue(n[r]);return n},_trimAlignValue:function(e){if(e<=this._valueMin())return this._valueMin();if(e>=this._valueMax())return this._valueMax();var t=this.options.step>0?this.options.step:1,n=(e-this._valueMin())%t,r=e-n;return Math.abs(n)*2>=t&&(r+=n>0?t:-t),parseFloat(r.toFixed(5))},_valueMin:function(){return this.options.min},_valueMax:function(){return this.options.max},_refreshValue:function(){var t,n,r,i,s,o=this.options.range,u=this.options,a=this,f=this._animateOff?!1:u.animate,l={};this.options.values&&this.options.values.length?this.handles.each(function(r,i){n=(a.values(r)-a._valueMin())/(a._valueMax()-a._valueMin())*100,l[a.orientation==="horizontal"?"left":"bottom"]=n+"%",e(this).stop(1,1)[f?"animate":"css"](l,u.animate),a.options.range===!0&&(a.orientation==="horizontal"?(r===0&&a.range.stop(1,1)[f?"animate":"css"]({left:n+"%"},u.animate),r===1&&a.range[f?"animate":"css"]({width:n-t+"%"},{queue:!1,duration:u.animate})):(r===0&&a.range.stop(1,1)[f?"animate":"css"]({bottom:n+"%"},u.animate),r===1&&a.range[f?"animate":"css"]({height:n-t+"%"},{queue:!1,duration:u.animate}))),t=n}):(r=this.value(),i=this._valueMin(),s=this._valueMax(),n=s!==i?(r-i)/(s-i)*100:0,l[this.orientation==="horizontal"?"left":"bottom"]=n+"%",this.handle.stop(1,1)[f?"animate":"css"](l,u.animate),o==="min"&&this.orientation==="horizontal"&&this.range.stop(1,1)[f?"animate":"css"]({width:n+"%"},u.animate),o==="max"&&this.orientation==="horizontal"&&this.range[f?"animate":"css"]({width:100-n+"%"},{queue:!1,duration:u.animate}),o==="min"&&this.orientation==="vertical"&&this.range.stop(1,1)[f?"animate":"css"]({height:n+"%"},u.animate),o==="max"&&this.orientation==="vertical"&&this.range[f?"animate":"css"]({height:100-n+"%"},{queue:!1,duration:u.animate}))}})})(jQuery);(function(e,t){e.widget("ui.sortable",e.ui.mouse,{version:"1.9.0",widgetEventPrefix:"sort",ready:!1,options:{appendTo:"parent",axis:!1,connectWith:!1,containment:!1,cursor:"auto",cursorAt:!1,dropOnEmpty:!0,forcePlaceholderSize:!1,forceHelperSize:!1,grid:!1,handle:!1,helper:"original",items:"> *",opacity:!1,placeholder:!1,revert:!1,scroll:!0,scrollSensitivity:20,scrollSpeed:20,scope:"default",tolerance:"intersect",zIndex:1e3},_create:function(){var e=this.options;this.containerCache={},this.element.addClass("ui-sortable"),this.refresh(),this.floating=this.items.length?e.axis==="x"||/left|right/.test(this.items[0].item.css("float"))||/inline|table-cell/.test(this.items[0].item.css("display")):!1,this.offset=this.element.offset(),this._mouseInit(),this.ready=!0},_destroy:function(){this.element.removeClass("ui-sortable ui-sortable-disabled"),this._mouseDestroy();for(var e=this.items.length-1;e>=0;e--)this.items[e].item.removeData(this.widgetName+"-item");return this},_setOption:function(t,n){t==="disabled"?(this.options[t]=n,this.widget().toggleClass("ui-sortable-disabled",!!n)):e.Widget.prototype._setOption.apply(this,arguments)},_mouseCapture:function(t,n){var r=this;if(this.reverting)return!1;if(this.options.disabled||this.options.type=="static")return!1;this._refreshItems(t);var i=null,s=e(t.target).parents().each(function(){if(e.data(this,r.widgetName+"-item")==r)return i=e(this),!1});e.data(t.target,r.widgetName+"-item")==r&&(i=e(t.target));if(!i)return!1;if(this.options.handle&&!n){var o=!1;e(this.options.handle,i).find("*").andSelf().each(function(){this==t.target&&(o=!0)});if(!o)return!1}return this.currentItem=i,this._removeCurrentsFromItems(),!0},_mouseStart:function(t,n,r){var i=this.options;this.currentContainer=this,this.refreshPositions(),this.helper=this._createHelper(t),this._cacheHelperProportions(),this._cacheMargins(),this.scrollParent=this.helper.scrollParent(),this.offset=this.currentItem.offset(),this.offset={top:this.offset.top-this.margins.top,left:this.offset.left-this.margins.left},e.extend(this.offset,{click:{left:t.pageX-this.offset.left,top:t.pageY-this.offset.top},parent:this._getParentOffset(),relative:this._getRelativeOffset()}),this.helper.css("position","absolute"),this.cssPosition=this.helper.css("position"),this.originalPosition=this._generatePosition(t),this.originalPageX=t.pageX,this.originalPageY=t.pageY,i.cursorAt&&this._adjustOffsetFromHelper(i.cursorAt),this.domPosition={prev:this.currentItem.prev()[0],parent:this.currentItem.parent()[0]},this.helper[0]!=this.currentItem[0]&&this.currentItem.hide(),this._createPlaceholder(),i.containment&&this._setContainment(),i.cursor&&(e("body").css("cursor")&&(this._storedCursor=e("body").css("cursor")),e("body").css("cursor",i.cursor)),i.opacity&&(this.helper.css("opacity")&&(this._storedOpacity=this.helper.css("opacity")),this.helper.css("opacity",i.opacity)),i.zIndex&&(this.helper.css("zIndex")&&(this._storedZIndex=this.helper.css("zIndex")),this.helper.css("zIndex",i.zIndex)),this.scrollParent[0]!=document&&this.scrollParent[0].tagName!="HTML"&&(this.overflowOffset=this.scrollParent.offset()),this._trigger("start",t,this._uiHash()),this._preserveHelperProportions||this._cacheHelperProportions();if(!r)for(var s=this.containers.length-1;s>=0;s--)this.containers[s]._trigger("activate",t,this._uiHash(this));return e.ui.ddmanager&&(e.ui.ddmanager.current=this),e.ui.ddmanager&&!i.dropBehaviour&&e.ui.ddmanager.prepareOffsets(this,t),this.dragging=!0,this.helper.addClass("ui-sortable-helper"),this._mouseDrag(t),!0},_mouseDrag:function(t){this.position=this._generatePosition(t),this.positionAbs=this._convertPositionTo("absolute"),this.lastPositionAbs||(this.lastPositionAbs=this.positionAbs);if(this.options.scroll){var n=this.options,r=!1;this.scrollParent[0]!=document&&this.scrollParent[0].tagName!="HTML"?(this.overflowOffset.top+this.scrollParent[0].offsetHeight-t.pageY<n.scrollSensitivity?this.scrollParent[0].scrollTop=r=this.scrollParent[0].scrollTop+n.scrollSpeed:t.pageY-this.overflowOffset.top<n.scrollSensitivity&&(this.scrollParent[0].scrollTop=r=this.scrollParent[0].scrollTop-n.scrollSpeed),this.overflowOffset.left+this.scrollParent[0].offsetWidth-t.pageX<n.scrollSensitivity?this.scrollParent[0].scrollLeft=r=this.scrollParent[0].scrollLeft+n.scrollSpeed:t.pageX-this.overflowOffset.left<n.scrollSensitivity&&(this.scrollParent[0].scrollLeft=r=this.scrollParent[0].scrollLeft-n.scrollSpeed)):(t.pageY-e(document).scrollTop()<n.scrollSensitivity?r=e(document).scrollTop(e(document).scrollTop()-n.scrollSpeed):e(window).height()-(t.pageY-e(document).scrollTop())<n.scrollSensitivity&&(r=e(document).scrollTop(e(document).scrollTop()+n.scrollSpeed)),t.pageX-e(document).scrollLeft()<n.scrollSensitivity?r=e(document).scrollLeft(e(document).scrollLeft()-n.scrollSpeed):e(window).width()-(t.pageX-e(document).scrollLeft())<n.scrollSensitivity&&(r=e(document).scrollLeft(e(document).scrollLeft()+n.scrollSpeed))),r!==!1&&e.ui.ddmanager&&!n.dropBehaviour&&e.ui.ddmanager.prepareOffsets(this,t)}this.positionAbs=this._convertPositionTo("absolute");if(!this.options.axis||this.options.axis!="y")this.helper[0].style.left=this.position.left+"px";if(!this.options.axis||this.options.axis!="x")this.helper[0].style.top=this.position.top+"px";for(var i=this.items.length-1;i>=0;i--){var s=this.items[i],o=s.item[0],u=this._intersectsWithPointer(s);if(!u)continue;if(s.instance!==this.currentContainer)continue;if(o!=this.currentItem[0]&&this.placeholder[u==1?"next":"prev"]()[0]!=o&&!e.contains(this.placeholder[0],o)&&(this.options.type=="semi-dynamic"?!e.contains(this.element[0],o):!0)){this.direction=u==1?"down":"up";if(this.options.tolerance!="pointer"&&!this._intersectsWithSides(s))break;this._rearrange(t,s),this._trigger("change",t,this._uiHash());break}}return this._contactContainers(t),e.ui.ddmanager&&e.ui.ddmanager.drag(this,t),this._trigger("sort",t,this._uiHash()),this.lastPositionAbs=this.positionAbs,!1},_mouseStop:function(t,n){if(!t)return;e.ui.ddmanager&&!this.options.dropBehaviour&&e.ui.ddmanager.drop(this,t);if(this.options.revert){var r=this,i=this.placeholder.offset();this.reverting=!0,e(this.helper).animate({left:i.left-this.offset.parent.left-this.margins.left+(this.offsetParent[0]==document.body?0:this.offsetParent[0].scrollLeft),top:i.top-this.offset.parent.top-this.margins.top+(this.offsetParent[0]==document.body?0:this.offsetParent[0].scrollTop)},parseInt(this.options.revert,10)||500,function(){r._clear(t)})}else this._clear(t,n);return!1},cancel:function(){if(this.dragging){this._mouseUp({target:null}),this.options.helper=="original"?this.currentItem.css(this._storedCSS).removeClass("ui-sortable-helper"):this.currentItem.show();for(var t=this.containers.length-1;t>=0;t--)this.containers[t]._trigger("deactivate",null,this._uiHash(this)),this.containers[t].containerCache.over&&(this.containers[t]._trigger("out",null,this._uiHash(this)),this.containers[t].containerCache.over=0)}return this.placeholder&&(this.placeholder[0].parentNode&&this.placeholder[0].parentNode.removeChild(this.placeholder[0]),this.options.helper!="original"&&this.helper&&this.helper[0].parentNode&&this.helper.remove(),e.extend(this,{helper:null,dragging:!1,reverting:!1,_noFinalSort:null}),this.domPosition.prev?e(this.domPosition.prev).after(this.currentItem):e(this.domPosition.parent).prepend(this.currentItem)),this},serialize:function(t){var n=this._getItemsAsjQuery(t&&t.connected),r=[];return t=t||{},e(n).each(function(){var n=(e(t.item||this).attr(t.attribute||"id")||"").match(t.expression||/(.+)[-=_](.+)/);n&&r.push((t.key||n[1]+"[]")+"="+(t.key&&t.expression?n[1]:n[2]))}),!r.length&&t.key&&r.push(t.key+"="),r.join("&")},toArray:function(t){var n=this._getItemsAsjQuery(t&&t.connected),r=[];return t=t||{},n.each(function(){r.push(e(t.item||this).attr(t.attribute||"id")||"")}),r},_intersectsWith:function(e){var t=this.positionAbs.left,n=t+this.helperProportions.width,r=this.positionAbs.top,i=r+this.helperProportions.height,s=e.left,o=s+e.width,u=e.top,a=u+e.height,f=this.offset.click.top,l=this.offset.click.left,c=r+f>u&&r+f<a&&t+l>s&&t+l<o;return this.options.tolerance=="pointer"||this.options.forcePointerForContainers||this.options.tolerance!="pointer"&&this.helperProportions[this.floating?"width":"height"]>e[this.floating?"width":"height"]?c:s<t+this.helperProportions.width/2&&n-this.helperProportions.width/2<o&&u<r+this.helperProportions.height/2&&i-this.helperProportions.height/2<a},_intersectsWithPointer:function(t){var n=this.options.axis==="x"||e.ui.isOverAxis(this.positionAbs.top+this.offset.click.top,t.top,t.height),r=this.options.axis==="y"||e.ui.isOverAxis(this.positionAbs.left+this.offset.click.left,t.left,t.width),i=n&&r,s=this._getDragVerticalDirection(),o=this._getDragHorizontalDirection();return i?this.floating?o&&o=="right"||s=="down"?2:1:s&&(s=="down"?2:1):!1},_intersectsWithSides:function(t){var n=e.ui.isOverAxis(this.positionAbs.top+this.offset.click.top,t.top+t.height/2,t.height),r=e.ui.isOverAxis(this.positionAbs.left+this.offset.click.left,t.left+t.width/2,t.width),i=this._getDragVerticalDirection(),s=this._getDragHorizontalDirection();return this.floating&&s?s=="right"&&r||s=="left"&&!r:i&&(i=="down"&&n||i=="up"&&!n)},_getDragVerticalDirection:function(){var e=this.positionAbs.top-this.lastPositionAbs.top;return e!=0&&(e>0?"down":"up")},_getDragHorizontalDirection:function(){var e=this.positionAbs.left-this.lastPositionAbs.left;return e!=0&&(e>0?"right":"left")},refresh:function(e){return this._refreshItems(e),this.refreshPositions(),this},_connectWith:function(){var e=this.options;return e.connectWith.constructor==String?[e.connectWith]:e.connectWith},_getItemsAsjQuery:function(t){var n=[],r=[],i=this._connectWith();if(i&&t)for(var s=i.length-1;s>=0;s--){var o=e(i[s]);for(var u=o.length-1;u>=0;u--){var a=e.data(o[u],this.widgetName);a&&a!=this&&!a.options.disabled&&r.push([e.isFunction(a.options.items)?a.options.items.call(a.element):e(a.options.items,a.element).not(".ui-sortable-helper").not(".ui-sortable-placeholder"),a])}}r.push([e.isFunction(this.options.items)?this.options.items.call(this.element,null,{options:this.options,item:this.currentItem}):e(this.options.items,this.element).not(".ui-sortable-helper").not(".ui-sortable-placeholder"),this]);for(var s=r.length-1;s>=0;s--)r[s][0].each(function(){n.push(this)});return e(n)},_removeCurrentsFromItems:function(){var e=this.currentItem.find(":data("+this.widgetName+"-item)");for(var t=0;t<this.items.length;t++)for(var n=0;n<e.length;n++)e[n]==this.items[t].item[0]&&this.items.splice(t,1)},_refreshItems:function(t){this.items=[],this.containers=[this];var n=this.items,r=[[e.isFunction(this.options.items)?this.options.items.call(this.element[0],t,{item:this.currentItem}):e(this.options.items,this.element),this]],i=this._connectWith();if(i&&this.ready)for(var s=i.length-1;s>=0;s--){var o=e(i[s]);for(var u=o.length-1;u>=0;u--){var a=e.data(o[u],this.widgetName);a&&a!=this&&!a.options.disabled&&(r.push([e.isFunction(a.options.items)?a.options.items.call(a.element[0],t,{item:this.currentItem}):e(a.options.items,a.element),a]),this.containers.push(a))}}for(var s=r.length-1;s>=0;s--){var f=r[s][1],l=r[s][0];for(var u=0,c=l.length;u<c;u++){var h=e(l[u]);h.data(this.widgetName+"-item",f),n.push({item:h,instance:f,width:0,height:0,left:0,top:0})}}},refreshPositions:function(t){this.offsetParent&&this.helper&&(this.offset.parent=this._getParentOffset());for(var n=this.items.length-1;n>=0;n--){var r=this.items[n];if(r.instance!=this.currentContainer&&this.currentContainer&&r.item[0]!=this.currentItem[0])continue;var i=this.options.toleranceElement?e(this.options.toleranceElement,r.item):r.item;t||(r.width=i.outerWidth(),r.height=i.outerHeight());var s=i.offset();r.left=s.left,r.top=s.top}if(this.options.custom&&this.options.custom.refreshContainers)this.options.custom.refreshContainers.call(this);else for(var n=this.containers.length-1;n>=0;n--){var s=this.containers[n].element.offset();this.containers[n].containerCache.left=s.left,this.containers[n].containerCache.top=s.top,this.containers[n].containerCache.width=this.containers[n].element.outerWidth(),this.containers[n].containerCache.height=this.containers[n].element.outerHeight()}return this},_createPlaceholder:function(t){t=t||this;var n=t.options;if(!n.placeholder||n.placeholder.constructor==String){var r=n.placeholder;n.placeholder={element:function(){var n=e(document.createElement(t.currentItem[0].nodeName)).addClass(r||t.currentItem[0].className+" ui-sortable-placeholder").removeClass("ui-sortable-helper")[0];return r||(n.style.visibility="hidden"),n},update:function(e,i){if(r&&!n.forcePlaceholderSize)return;i.height()||i.height(t.currentItem.innerHeight()-parseInt(t.currentItem.css("paddingTop")||0,10)-parseInt(t.currentItem.css("paddingBottom")||0,10)),i.width()||i.width(t.currentItem.innerWidth()-parseInt(t.currentItem.css("paddingLeft")||0,10)-parseInt(t.currentItem.css("paddingRight")||0,10))}}}t.placeholder=e(n.placeholder.element.call(t.element,t.currentItem)),t.currentItem.after(t.placeholder),n.placeholder.update(t,t.placeholder)},_contactContainers:function(t){var n=null,r=null;for(var i=this.containers.length-1;i>=0;i--){if(e.contains(this.currentItem[0],this.containers[i].element[0]))continue;if(this._intersectsWith(this.containers[i].containerCache)){if(n&&e.contains(this.containers[i].element[0],n.element[0]))continue;n=this.containers[i],r=i}else this.containers[i].containerCache.over&&(this.containers[i]._trigger("out",t,this._uiHash(this)),this.containers[i].containerCache.over=0)}if(!n)return;if(this.containers.length===1)this.containers[r]._trigger("over",t,this._uiHash(this)),this.containers[r].containerCache.over=1;else if(this.currentContainer!=this.containers[r]){var s=1e4,o=null,u=this.positionAbs[this.containers[r].floating?"left":"top"];for(var a=this.items.length-1;a>=0;a--){if(!e.contains(this.containers[r].element[0],this.items[a].item[0]))continue;var f=this.containers[r].floating?this.items[a].item.offset().left:this.items[a].item.offset().top;Math.abs(f-u)<s&&(s=Math.abs(f-u),o=this.items[a],this.direction=f-u>0?"down":"up")}if(!o&&!this.options.dropOnEmpty)return;this.currentContainer=this.containers[r],o?this._rearrange(t,o,null,!0):this._rearrange(t,null,this.containers[r].element,!0),this._trigger("change",t,this._uiHash()),this.containers[r]._trigger("change",t,this._uiHash(this)),this.options.placeholder.update(this.currentContainer,this.placeholder),this.containers[r]._trigger("over",t,this._uiHash(this)),this.containers[r].containerCache.over=1}},_createHelper:function(t){var n=this.options,r=e.isFunction(n.helper)?e(n.helper.apply(this.element[0],[t,this.currentItem])):n.helper=="clone"?this.currentItem.clone():this.currentItem;return r.parents("body").length||e(n.appendTo!="parent"?n.appendTo:this.currentItem[0].parentNode)[0].appendChild(r[0]),r[0]==this.currentItem[0]&&(this._storedCSS={width:this.currentItem[0].style.width,height:this.currentItem[0].style.height,position:this.currentItem.css("position"),top:this.currentItem.css("top"),left:this.currentItem.css("left")}),(r[0].style.width==""||n.forceHelperSize)&&r.width(this.currentItem.width()),(r[0].style.height==""||n.forceHelperSize)&&r.height(this.currentItem.height()),r},_adjustOffsetFromHelper:function(t){typeof t=="string"&&(t=t.split(" ")),e.isArray(t)&&(t={left:+t[0],top:+t[1]||0}),"left"in t&&(this.offset.click.left=t.left+this.margins.left),"right"in t&&(this.offset.click.left=this.helperProportions.width-t.right+this.margins.left),"top"in t&&(this.offset.click.top=t.top+this.margins.top),"bottom"in t&&(this.offset.click.top=this.helperProportions.height-t.bottom+this.margins.top)},_getParentOffset:function(){this.offsetParent=this.helper.offsetParent();var t=this.offsetParent.offset();this.cssPosition=="absolute"&&this.scrollParent[0]!=document&&e.contains(this.scrollParent[0],this.offsetParent[0])&&(t.left+=this.scrollParent.scrollLeft(),t.top+=this.scrollParent.scrollTop());if(this.offsetParent[0]==document.body||this.offsetParent[0].tagName&&this.offsetParent[0].tagName.toLowerCase()=="html"&&e.browser.msie)t={top:0,left:0};return{top:t.top+(parseInt(this.offsetParent.css("borderTopWidth"),10)||0),left:t.left+(parseInt(this.offsetParent.css("borderLeftWidth"),10)||0)}},_getRelativeOffset:function(){if(this.cssPosition=="relative"){var e=this.currentItem.position();return{top:e.top-(parseInt(this.helper.css("top"),10)||0)+this.scrollParent.scrollTop(),left:e.left-(parseInt(this.helper.css("left"),10)||0)+this.scrollParent.scrollLeft()}}return{top:0,left:0}},_cacheMargins:function(){this.margins={left:parseInt(this.currentItem.css("marginLeft"),10)||0,top:parseInt(this.currentItem.css("marginTop"),10)||0}},_cacheHelperProportions:function(){this.helperProportions={width:this.helper.outerWidth(),height:this.helper.outerHeight()}},_setContainment:function(){var t=this.options;t.containment=="parent"&&(t.containment=this.helper[0].parentNode);if(t.containment=="document"||t.containment=="window")this.containment=[0-this.offset.relative.left-this.offset.parent.left,0-this.offset.relative.top-this.offset.parent.top,e(t.containment=="document"?document:window).width()-this.helperProportions.width-this.margins.left,(e(t.containment=="document"?document:window).height()||document.body.parentNode.scrollHeight)-this.helperProportions.height-this.margins.top];if(!/^(document|window|parent)$/.test(t.containment)){var n=e(t.containment)[0],r=e(t.containment).offset(),i=e(n).css("overflow")!="hidden";this.containment=[r.left+(parseInt(e(n).css("borderLeftWidth"),10)||0)+(parseInt(e(n).css("paddingLeft"),10)||0)-this.margins.left,r.top+(parseInt(e(n).css("borderTopWidth"),10)||0)+(parseInt(e(n).css("paddingTop"),10)||0)-this.margins.top,r.left+(i?Math.max(n.scrollWidth,n.offsetWidth):n.offsetWidth)-(parseInt(e(n).css("borderLeftWidth"),10)||0)-(parseInt(e(n).css("paddingRight"),10)||0)-this.helperProportions.width-this.margins.left,r.top+(i?Math.max(n.scrollHeight,n.offsetHeight):n.offsetHeight)-(parseInt(e(n).css("borderTopWidth"),10)||0)-(parseInt(e(n).css("paddingBottom"),10)||0)-this.helperProportions.height-this.margins.top]}},_convertPositionTo:function(t,n){n||(n=this.position);var r=t=="absolute"?1:-1,i=this.options,s=this.cssPosition!="absolute"||this.scrollParent[0]!=document&&!!e.contains(this.scrollParent[0],this.offsetParent[0])?this.scrollParent:this.offsetParent,o=/(html|body)/i.test(s[0].tagName);return{top:n.top+this.offset.relative.top*r+this.offset.parent.top*r-(this.cssPosition=="fixed"?-this.scrollParent.scrollTop():o?0:s.scrollTop())*r,left:n.left+this.offset.relative.left*r+this.offset.parent.left*r-(this.cssPosition=="fixed"?-this.scrollParent.scrollLeft():o?0:s.scrollLeft())*r}},_generatePosition:function(t){var n=this.options,r=this.cssPosition!="absolute"||this.scrollParent[0]!=document&&!!e.contains(this.scrollParent[0],this.offsetParent[0])?this.scrollParent:this.offsetParent,i=/(html|body)/i.test(r[0].tagName);this.cssPosition=="relative"&&(this.scrollParent[0]==document||this.scrollParent[0]==this.offsetParent[0])&&(this.offset.relative=this._getRelativeOffset());var s=t.pageX,o=t.pageY;if(this.originalPosition){this.containment&&(t.pageX-this.offset.click.left<this.containment[0]&&(s=this.containment[0]+this.offset.click.left),t.pageY-this.offset.click.top<this.containment[1]&&(o=this.containment[1]+this.offset.click.top),t.pageX-this.offset.click.left>this.containment[2]&&(s=this.containment[2]+this.offset.click.left),t.pageY-this.offset.click.top>this.containment[3]&&(o=this.containment[3]+this.offset.click.top));if(n.grid){var u=this.originalPageY+Math.round((o-this.originalPageY)/n.grid[1])*n.grid[1];o=this.containment?u-this.offset.click.top<this.containment[1]||u-this.offset.click.top>this.containment[3]?u-this.offset.click.top<this.containment[1]?u+n.grid[1]:u-n.grid[1]:u:u;var a=this.originalPageX+Math.round((s-this.originalPageX)/n.grid[0])*n.grid[0];s=this.containment?a-this.offset.click.left<this.containment[0]||a-this.offset.click.left>this.containment[2]?a-this.offset.click.left<this.containment[0]?a+n.grid[0]:a-n.grid[0]:a:a}}return{top:o-this.offset.click.top-this.offset.relative.top-this.offset.parent.top+(this.cssPosition=="fixed"?-this.scrollParent.scrollTop():i?0:r.scrollTop()),left:s-this.offset.click.left-this.offset.relative.left-this.offset.parent.left+(this.cssPosition=="fixed"?-this.scrollParent.scrollLeft():i?0:r.scrollLeft())}},_rearrange:function(e,t,n,r){n?n[0].appendChild(this.placeholder[0]):t.item[0].parentNode.insertBefore(this.placeholder[0],this.direction=="down"?t.item[0]:t.item[0].nextSibling),this.counter=this.counter?++this.counter:1;var i=this.counter;this._delay(function(){i==this.counter&&this.refreshPositions(!r)})},_clear:function(t,n){this.reverting=!1;var r=[];!this._noFinalSort&&this.currentItem.parent().length&&this.placeholder.before(this.currentItem),this._noFinalSort=null;if(this.helper[0]==this.currentItem[0]){for(var i in this._storedCSS)if(this._storedCSS[i]=="auto"||this._storedCSS[i]=="static")this._storedCSS[i]="";this.currentItem.css(this._storedCSS).removeClass("ui-sortable-helper")}else this.currentItem.show();this.fromOutside&&!n&&r.push(function(e){this._trigger("receive",e,this._uiHash(this.fromOutside))}),(this.fromOutside||this.domPosition.prev!=this.currentItem.prev().not(".ui-sortable-helper")[0]||this.domPosition.parent!=this.currentItem.parent()[0])&&!n&&r.push(function(e){this._trigger("update",e,this._uiHash())}),this!==this.currentContainer&&(n||(r.push(function(e){this._trigger("remove",e,this._uiHash())}),r.push(function(e){return function(t){e._trigger("receive",t,this._uiHash(this))}}.call(this,this.currentContainer)),r.push(function(e){return function(t){e._trigger("update",t,this._uiHash(this))}}.call(this,this.currentContainer))));for(var i=this.containers.length-1;i>=0;i--)n||r.push(function(e){return function(t){e._trigger("deactivate",t,this._uiHash(this))}}.call(this,this.containers[i])),this.containers[i].containerCache.over&&(r.push(function(e){return function(t){e._trigger("out",t,this._uiHash(this))}}.call(this,this.containers[i])),this.containers[i].containerCache.over=0);this._storedCursor&&e("body").css("cursor",this._storedCursor),this._storedOpacity&&this.helper.css("opacity",this._storedOpacity),this._storedZIndex&&this.helper.css("zIndex",this._storedZIndex=="auto"?"":this._storedZIndex),this.dragging=!1;if(this.cancelHelperRemoval){if(!n){this._trigger("beforeStop",t,this._uiHash());for(var i=0;i<r.length;i++)r[i].call(this,t);this._trigger("stop",t,this._uiHash())}return 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e=p(a),f=e.offset(),g=p.css(a,"top"),h=p.css(a,"left"),i=(d==="absolute"||d==="fixed")&&p.inArray("auto",[g,h])>-1,j={},k={},l,m;i?(k=e.position(),l=k.top,m=k.left):(l=parseFloat(g)||0,m=parseFloat(h)||0),p.isFunction(b)&&(b=b.call(a,c,f)),b.top!=null&&(j.top=b.top-f.top+l),b.left!=null&&(j.left=b.left-f.left+m),"using"in b?b.using.call(a,j):e.css(j)}},p.fn.extend({position:function(){if(!this[0])return;var a=this[0],b=this.offsetParent(),c=this.offset(),d=c_.test(b[0].nodeName)?{top:0,left:0}:b.offset();return c.top-=parseFloat(p.css(a,"marginTop"))||0,c.left-=parseFloat(p.css(a,"marginLeft"))||0,d.top+=parseFloat(p.css(b[0],"borderTopWidth"))||0,d.left+=parseFloat(p.css(b[0],"borderLeftWidth"))||0,{top:c.top-d.top,left:c.left-d.left}},offsetParent:function(){return this.map(function(){var a=this.offsetParent||e.body;while(a&&!c_.test(a.nodeName)&&p.css(a,"position")==="static")a=a.offsetParent;return a||e.body})}}),p.each({scrollLeft:"pageXOffset",scrollTop:"pageYOffset"},function(a,c){var d=/Y/.test(c);p.fn[a]=function(e){return p.access(this,function(a,e,f){var g=da(a);if(f===b)return g?c in g?g[c]:g.document.documentElement[e]:a[e];g?g.scrollTo(d?p(g).scrollLeft():f,d?f:p(g).scrollTop()):a[e]=f},a,e,arguments.length,null)}}),p.each({Height:"height",Width:"width"},function(a,c){p.each({padding:"inner"+a,content:c,"":"outer"+a},function(d,e){p.fn[e]=function(e,f){var g=arguments.length&&(d||typeof e!="boolean"),h=d||(e===!0||f===!0?"margin":"border");return p.access(this,function(c,d,e){var f;return p.isWindow(c)?c.document.documentElement["client"+a]:c.nodeType===9?(f=c.documentElement,Math.max(c.body["scroll"+a],f["scroll"+a],c.body["offset"+a],f["offset"+a],f["client"+a])):e===b?p.css(c,d,e,h):p.style(c,d,e,h)},c,g?e:b,g,null)}})}),a.jQuery=a.$=p,typeof define=="function"&&define.amd&&define.amd.jQuery&&define("jquery",[],function(){return p})})(window);
\ No newline at end of file
diff --git a/docs/api/lib/jquery.layout.js b/docs/api/lib/jquery.layout.js
new file mode 100644
index 00000000000000..d5e008d2899581
--- /dev/null
+++ b/docs/api/lib/jquery.layout.js
@@ -0,0 +1,5486 @@
+/**
+ * @preserve jquery.layout 1.3.0 - Release Candidate 30.62
+ * $Date: 2012-08-04 08:00:00 (Thu, 23 Aug 2012) $
+ * $Rev: 303006 $
+ *
+ * Copyright (c) 2012 
+ *   Fabrizio Balliano (http://www.fabrizioballiano.net)
+ *   Kevin Dalman (http://allpro.net)
+ *
+ * Dual licensed under the GPL (http://www.gnu.org/licenses/gpl.html)
+ * and MIT (http://www.opensource.org/licenses/mit-license.php) licenses.
+ *
+ * Changelog: http://layout.jquery-dev.net/changelog.cfm#1.3.0.rc30.62
+ * NOTE: This is a short-term release to patch a couple of bugs.
+ * These bugs are listed as officially fixed in RC30.7, which will be released shortly.
+ *
+ * Docs: http://layout.jquery-dev.net/documentation.html
+ * Tips: http://layout.jquery-dev.net/tips.html
+ * Help: http://groups.google.com/group/jquery-ui-layout
+ */
+
+/* JavaDoc Info: http://code.google.com/closure/compiler/docs/js-for-compiler.html
+ * {!Object}	non-nullable type (never NULL)
+ * {?string}	nullable type (sometimes NULL) - default for {Object}
+ * {number=}	optional parameter
+ * {*}			ALL types
+ */
+
+// NOTE: For best readability, view with a fixed-width font and tabs equal to 4-chars
+
+;(function ($) {
+
+// alias Math methods - used a lot!
+var	min		= Math.min
+,	max		= Math.max
+,	round	= Math.floor
+
+,	isStr	=  function (v) { return $.type(v) === "string"; }
+
+,	runPluginCallbacks = function (Instance, a_fn) {
+		if ($.isArray(a_fn))
+			for (var i=0, c=a_fn.length; i<c; i++) {
+				var fn = a_fn[i];
+				try {
+					if (isStr(fn)) // 'name' of a function
+						fn = eval(fn);
+					if ($.isFunction(fn))
+						fn( Instance );
+				} catch (ex) {}
+			}
+	}
+
+;
+
+
+/*
+ *	GENERIC $.layout METHODS - used by all layouts
+ */
+$.layout = {
+
+	version:	"1.3.rc30.62"
+,	revision:	0.033006 // 1.3.0 final = 1.0300 - major(n+).minor(nn)+patch(nn+)
+
+	// can update code here if $.browser is phased out
+,	browser: {
+		mozilla:	!!$.browser.mozilla
+	,	webkit:		!!$.browser.webkit || !!$.browser.safari // webkit = jQ 1.4
+	,	msie:		!!$.browser.msie
+	,	isIE6:		$.browser.msie && $.browser.version == 6
+	,	boxModel:	$.support.boxModel !== false || !$.browser.msie // ONLY IE reverts to old box-model - update for older jQ onReady
+	,	version:	$.browser.version // not used in Layout core, but may be used by plugins
+	}
+
+	// *PREDEFINED* EFFECTS & DEFAULTS 
+	// MUST list effect here - OR MUST set an fxSettings option (can be an empty hash: {})
+,	effects: {
+
+	//	Pane Open/Close Animations
+		slide: {
+			all:	{ duration:  "fast"	} // eg: duration: 1000, easing: "easeOutBounce"
+		,	north:	{ direction: "up"	}
+		,	south:	{ direction: "down"	}
+		,	east:	{ direction: "right"}
+		,	west:	{ direction: "left"	}
+		}
+	,	drop: {
+			all:	{ duration:  "slow"	}
+		,	north:	{ direction: "up"	}
+		,	south:	{ direction: "down"	}
+		,	east:	{ direction: "right"}
+		,	west:	{ direction: "left"	}
+		}
+	,	scale: {
+			all:	{ duration:	"fast"	}
+		}
+	//	these are not recommended, but can be used
+	,	blind:		{}
+	,	clip:		{}
+	,	explode:	{}
+	,	fade:		{}
+	,	fold:		{}
+	,	puff:		{}
+
+	//	Pane Resize Animations
+	,	size: {
+			all:	{ easing:	"swing"	}
+		}
+	}
+
+	// INTERNAL CONFIG DATA - DO NOT CHANGE THIS!
+,	config: {
+		optionRootKeys:	"effects,panes,north,south,west,east,center".split(",")
+	,	allPanes:		"north,south,west,east,center".split(",")
+	,	borderPanes:	"north,south,west,east".split(",")
+	,	oppositeEdge: {
+			north:	"south"
+		,	south:	"north"
+		,	east: 	"west"
+		,	west: 	"east"
+		}
+	//	offscreen data
+	,	offscreenCSS:	{ left: "-99999px", right: "auto" } // used by hide/close if useOffscreenClose=true
+	,	offscreenReset:	"offscreenReset" // key used for data
+	//	CSS used in multiple places
+	,	hidden:		{ visibility: "hidden" }
+	,	visible:	{ visibility: "visible" }
+	//	layout element settings
+	,	resizers: {
+			cssReq: {
+				position: 	"absolute"
+			,	padding: 	0
+			,	margin: 	0
+			,	fontSize:	"1px"
+			,	textAlign:	"left"	// to counter-act "center" alignment!
+			,	overflow: 	"hidden" // prevent toggler-button from overflowing
+			//	SEE $.layout.defaults.zIndexes.resizer_normal
+			}
+		,	cssDemo: { // DEMO CSS - applied if: options.PANE.applyDemoStyles=true
+				background: "#DDD"
+			,	border:		"none"
+			}
+		}
+	,	togglers: {
+			cssReq: {
+				position: 	"absolute"
+			,	display: 	"block"
+			,	padding: 	0
+			,	margin: 	0
+			,	overflow:	"hidden"
+			,	textAlign:	"center"
+			,	fontSize:	"1px"
+			,	cursor: 	"pointer"
+			,	zIndex: 	1
+			}
+		,	cssDemo: { // DEMO CSS - applied if: options.PANE.applyDemoStyles=true
+				background: "#AAA"
+			}
+		}
+	,	content: {
+			cssReq: {
+				position:	"relative" /* contain floated or positioned elements */
+			}
+		,	cssDemo: { // DEMO CSS - applied if: options.PANE.applyDemoStyles=true
+				overflow:	"auto"
+			,	padding:	"10px"
+			}
+		,	cssDemoPane: { // DEMO CSS - REMOVE scrolling from 'pane' when it has a content-div
+				overflow:	"hidden"
+			,	padding:	0
+			}
+		}
+	,	panes: { // defaults for ALL panes - overridden by 'per-pane settings' below
+			cssReq: {
+				position: 	"absolute"
+			,	margin:		0
+			//	$.layout.defaults.zIndexes.pane_normal
+			}
+		,	cssDemo: { // DEMO CSS - applied if: options.PANE.applyDemoStyles=true
+				padding:	"10px"
+			,	background:	"#FFF"
+			,	border:		"1px solid #BBB"
+			,	overflow:	"auto"
+			}
+		}
+	,	north: {
+			side:			"Top"
+		,	sizeType:		"Height"
+		,	dir:			"horz"
+		,	cssReq: {
+				top: 		0
+			,	bottom: 	"auto"
+			,	left: 		0
+			,	right: 		0
+			,	width: 		"auto"
+			//	height: 	DYNAMIC
+			}
+		}
+	,	south: {
+			side:			"Bottom"
+		,	sizeType:		"Height"
+		,	dir:			"horz"
+		,	cssReq: {
+				top: 		"auto"
+			,	bottom: 	0
+			,	left: 		0
+			,	right: 		0
+			,	width: 		"auto"
+			//	height: 	DYNAMIC
+			}
+		}
+	,	east: {
+			side:			"Right"
+		,	sizeType:		"Width"
+		,	dir:			"vert"
+		,	cssReq: {
+				left: 		"auto"
+			,	right: 		0
+			,	top: 		"auto" // DYNAMIC
+			,	bottom: 	"auto" // DYNAMIC
+			,	height: 	"auto"
+			//	width: 		DYNAMIC
+			}
+		}
+	,	west: {
+			side:			"Left"
+		,	sizeType:		"Width"
+		,	dir:			"vert"
+		,	cssReq: {
+				left: 		0
+			,	right: 		"auto"
+			,	top: 		"auto" // DYNAMIC
+			,	bottom: 	"auto" // DYNAMIC
+			,	height: 	"auto"
+			//	width: 		DYNAMIC
+			}
+		}
+	,	center: {
+			dir:			"center"
+		,	cssReq: {
+				left: 		"auto" // DYNAMIC
+			,	right: 		"auto" // DYNAMIC
+			,	top: 		"auto" // DYNAMIC
+			,	bottom: 	"auto" // DYNAMIC
+			,	height: 	"auto"
+			,	width: 		"auto"
+			}
+		}
+	}
+
+	// CALLBACK FUNCTION NAMESPACE - used to store reusable callback functions
+,	callbacks: {}
+
+,	getParentPaneElem: function (el) {
+		// must pass either a container or pane element
+		var $el = $(el)
+		,	layout = $el.data("layout") || $el.data("parentLayout");
+		if (layout) {
+			var $cont = layout.container;
+			// see if this container is directly-nested inside an outer-pane
+			if ($cont.data("layoutPane")) return $cont;
+			var $pane = $cont.closest("."+ $.layout.defaults.panes.paneClass);
+			// if a pane was found, return it
+			if ($pane.data("layoutPane")) return $pane;
+		}
+		return null;
+	}
+
+,	getParentPaneInstance: function (el) {
+		// must pass either a container or pane element
+		var $pane = $.layout.getParentPaneElem(el);
+		return $pane ? $pane.data("layoutPane") : null;
+	}
+
+,	getParentLayoutInstance: function (el) {
+		// must pass either a container or pane element
+		var $pane = $.layout.getParentPaneElem(el);
+		return $pane ? $pane.data("parentLayout") : null;
+	}
+
+,	getEventObject: function (evt) {
+		return typeof evt === "object" && evt.stopPropagation ? evt : null;
+	}
+,	parsePaneName: function (evt_or_pane) {
+		// getEventObject() automatically calls .stopPropagation(), WHICH MUST BE DONE!
+		var evt = $.layout.getEventObject( evt_or_pane );
+		if (evt) {
+			// ALWAYS stop propagation of events triggered in Layout!
+			evt.stopPropagation();
+			return $(this).data("layoutEdge");
+		}
+		else
+			return evt_or_pane;
+	}
+
+
+	// LAYOUT-PLUGIN REGISTRATION
+	// more plugins can added beyond this default list
+,	plugins: {
+		draggable:		!!$.fn.draggable // resizing
+	,	effects: {
+			core:		!!$.effects		// animimations (specific effects tested by initOptions)
+		,	slide:		$.effects && $.effects.slide // default effect
+		}
+	}
+
+//	arrays of plugin or other methods to be triggered for events in *each layout* - will be passed 'Instance'
+,	onCreate:	[]	// runs when layout is just starting to be created - right after options are set
+,	onLoad:		[]	// runs after layout container and global events init, but before initPanes is called
+,	onReady:	[]	// runs after initialization *completes* - ie, after initPanes completes successfully
+,	onDestroy:	[]	// runs after layout is destroyed
+,	onUnload:	[]	// runs after layout is destroyed OR when page unloads
+,	afterOpen:	[]	// runs after setAsOpen() completes
+,	afterClose:	[]	// runs after setAsClosed() completes
+
+	/*
+	*	GENERIC UTILITY METHODS
+	*/
+
+	// calculate and return the scrollbar width, as an integer
+,	scrollbarWidth:		function () { return window.scrollbarWidth  || $.layout.getScrollbarSize('width'); }
+,	scrollbarHeight:	function () { return window.scrollbarHeight || $.layout.getScrollbarSize('height'); }
+,	getScrollbarSize:	function (dim) {
+		var $c	= $('<div style="position: absolute; top: -10000px; left: -10000px; width: 100px; height: 100px; overflow: scroll;"></div>').appendTo("body");
+		var d	= { width: $c.width() - $c[0].clientWidth, height: $c.height() - $c[0].clientHeight };
+		$c.remove();
+		window.scrollbarWidth	= d.width;
+		window.scrollbarHeight	= d.height;
+		return dim.match(/^(width|height)$/) ? d[dim] : d;
+	}
+
+
+	/**
+	* Returns hash container 'display' and 'visibility'
+	*
+	* @see	$.swap() - swaps CSS, runs callback, resets CSS
+	*/
+,	showInvisibly: function ($E, force) {
+		if ($E && $E.length && (force || $E.css('display') === "none")) { // only if not *already hidden*
+			var s = $E[0].style
+				// save ONLY the 'style' props because that is what we must restore
+			,	CSS = { display: s.display || '', visibility: s.visibility || '' };
+			// show element 'invisibly' so can be measured
+			$E.css({ display: "block", visibility: "hidden" });
+			return CSS;
+		}
+		return {};
+	}
+
+	/**
+	* Returns data for setting size of an element (container or a pane).
+	*
+	* @see  _create(), onWindowResize() for container, plus others for pane
+	* @return JSON  Returns a hash of all dimensions: top, bottom, left, right, outerWidth, innerHeight, etc
+	*/
+,	getElementDimensions: function ($E) {
+		var
+			d	= {}			// dimensions hash
+		,	x	= d.css = {}	// CSS hash
+		,	i	= {}			// TEMP insets
+		,	b, p				// TEMP border, padding
+		,	N	= $.layout.cssNum
+		,	off = $E.offset()
+		;
+		d.offsetLeft = off.left;
+		d.offsetTop  = off.top;
+
+		$.each("Left,Right,Top,Bottom".split(","), function (idx, e) { // e = edge
+			b = x["border" + e] = $.layout.borderWidth($E, e);
+			p = x["padding"+ e] = $.layout.cssNum($E, "padding"+e);
+			i[e] = b + p; // total offset of content from outer side
+			d["inset"+ e] = p;	// eg: insetLeft = paddingLeft
+		});
+
+		d.offsetWidth	= $E.innerWidth();	// offsetWidth is used in calc when doing manual resize
+		d.offsetHeight	= $E.innerHeight();	// ditto
+		d.outerWidth	= $E.outerWidth();
+		d.outerHeight	= $E.outerHeight();
+		d.innerWidth	= max(0, d.outerWidth  - i.Left - i.Right);
+		d.innerHeight	= max(0, d.outerHeight - i.Top  - i.Bottom);
+
+		x.width		= $E.width();
+		x.height	= $E.height();
+		x.top		= N($E,"top",true);
+		x.bottom	= N($E,"bottom",true);
+		x.left		= N($E,"left",true);
+		x.right		= N($E,"right",true);
+
+		//d.visible	= $E.is(":visible");// && x.width > 0 && x.height > 0;
+
+		return d;
+	}
+
+,	getElementCSS: function ($E, list) {
+		var
+			CSS	= {}
+		,	style	= $E[0].style
+		,	props	= list.split(",")
+		,	sides	= "Top,Bottom,Left,Right".split(",")
+		,	attrs	= "Color,Style,Width".split(",")
+		,	p, s, a, i, j, k
+		;
+		for (i=0; i < props.length; i++) {
+			p = props[i];
+			if (p.match(/(border|padding|margin)$/))
+				for (j=0; j < 4; j++) {
+					s = sides[j];
+					if (p === "border")
+						for (k=0; k < 3; k++) {
+							a = attrs[k];
+							CSS[p+s+a] = style[p+s+a];
+						}
+					else
+						CSS[p+s] = style[p+s];
+				}
+			else
+				CSS[p] = style[p];
+		};
+		return CSS
+	}
+
+	/**
+	* Return the innerWidth for the current browser/doctype
+	*
+	* @see  initPanes(), sizeMidPanes(), initHandles(), sizeHandles()
+	* @param  {Array.<Object>}	$E  Must pass a jQuery object - first element is processed
+	* @param  {number=}			outerWidth (optional) Can pass a width, allowing calculations BEFORE element is resized
+	* @return {number}			Returns the innerWidth of the elem by subtracting padding and borders
+	*/
+,	cssWidth: function ($E, outerWidth) {
+		// a 'calculated' outerHeight can be passed so borders and/or padding are removed if needed
+		if (outerWidth <= 0) return 0;
+
+		if (!$.layout.browser.boxModel) return outerWidth;
+
+		// strip border and padding from outerWidth to get CSS Width
+		var b = $.layout.borderWidth
+		,	n = $.layout.cssNum
+		,	W = outerWidth
+				- b($E, "Left")
+				- b($E, "Right")
+				- n($E, "paddingLeft")		
+				- n($E, "paddingRight");
+
+		return max(0,W);
+	}
+
+	/**
+	* Return the innerHeight for the current browser/doctype
+	*
+	* @see  initPanes(), sizeMidPanes(), initHandles(), sizeHandles()
+	* @param  {Array.<Object>}	$E  Must pass a jQuery object - first element is processed
+	* @param  {number=}			outerHeight  (optional) Can pass a width, allowing calculations BEFORE element is resized
+	* @return {number}			Returns the innerHeight of the elem by subtracting padding and borders
+	*/
+,	cssHeight: function ($E, outerHeight) {
+		// a 'calculated' outerHeight can be passed so borders and/or padding are removed if needed
+		if (outerHeight <= 0) return 0;
+
+		if (!$.layout.browser.boxModel) return outerHeight;
+
+		// strip border and padding from outerHeight to get CSS Height
+		var b = $.layout.borderWidth
+		,	n = $.layout.cssNum
+		,	H = outerHeight
+			- b($E, "Top")
+			- b($E, "Bottom")
+			- n($E, "paddingTop")
+			- n($E, "paddingBottom");
+
+		return max(0,H);
+	}
+
+	/**
+	* Returns the 'current CSS numeric value' for a CSS property - 0 if property does not exist
+	*
+	* @see  Called by many methods
+	* @param {Array.<Object>}	$E					Must pass a jQuery object - first element is processed
+	* @param {string}			prop				The name of the CSS property, eg: top, width, etc.
+	* @param {boolean=}			[allowAuto=false]	true = return 'auto' if that is value; false = return 0
+	* @return {(string|number)}						Usually used to get an integer value for position (top, left) or size (height, width)
+	*/
+,	cssNum: function ($E, prop, allowAuto) {
+		if (!$E.jquery) $E = $($E);
+		var CSS = $.layout.showInvisibly($E)
+		,	p	= $.css($E[0], prop, true)
+		,	v	= allowAuto && p=="auto" ? p : (parseInt(p, 10) || 0);
+		$E.css( CSS ); // RESET
+		return v;
+	}
+
+,	borderWidth: function (el, side) {
+		if (el.jquery) el = el[0];
+		var b = "border"+ side.substr(0,1).toUpperCase() + side.substr(1); // left => Left
+		return $.css(el, b+"Style", true) === "none" ? 0 : (parseInt($.css(el, b+"Width", true), 10) || 0);
+	}
+
+	/**
+	* Mouse-tracking utility - FUTURE REFERENCE
+	*
+	* init: if (!window.mouse) {
+	*			window.mouse = { x: 0, y: 0 };
+	*			$(document).mousemove( $.layout.trackMouse );
+	*		}
+	*
+	* @param {Object}		evt
+	*
+,	trackMouse: function (evt) {
+		window.mouse = { x: evt.clientX, y: evt.clientY };
+	}
+	*/
+
+	/**
+	* SUBROUTINE for preventPrematureSlideClose option
+	*
+	* @param {Object}		evt
+	* @param {Object=}		el
+	*/
+,	isMouseOverElem: function (evt, el) {
+		var
+			$E	= $(el || this)
+		,	d	= $E.offset()
+		,	T	= d.top
+		,	L	= d.left
+		,	R	= L + $E.outerWidth()
+		,	B	= T + $E.outerHeight()
+		,	x	= evt.pageX	// evt.clientX ?
+		,	y	= evt.pageY	// evt.clientY ?
+		;
+		// if X & Y are < 0, probably means is over an open SELECT
+		return ($.layout.browser.msie && x < 0 && y < 0) || ((x >= L && x <= R) && (y >= T && y <= B));
+	}
+
+	/**
+	* Message/Logging Utility
+	*
+	* @example $.layout.msg("My message");				// log text
+	* @example $.layout.msg("My message", true);		// alert text
+	* @example $.layout.msg({ foo: "bar" }, "Title");	// log hash-data, with custom title
+	* @example $.layout.msg({ foo: "bar" }, true, "Title", { sort: false }); -OR-
+	* @example $.layout.msg({ foo: "bar" }, "Title", { sort: false, display: true }); // alert hash-data
+	*
+	* @param {(Object|string)}			info			String message OR Hash/Array
+	* @param {(Boolean|string|Object)=}	[popup=false]	True means alert-box - can be skipped
+	* @param {(Object|string)=}			[debugTitle=""]	Title for Hash data - can be skipped
+	* @param {Object=}					[debugOpts]		Extra options for debug output
+	*/
+,	msg: function (info, popup, debugTitle, debugOpts) {
+		if ($.isPlainObject(info) && window.debugData) {
+			if (typeof popup === "string") {
+				debugOpts	= debugTitle;
+				debugTitle	= popup;
+			}
+			else if (typeof debugTitle === "object") {
+				debugOpts	= debugTitle;
+				debugTitle	= null;
+			}
+			var t = debugTitle || "log( <object> )"
+			,	o = $.extend({ sort: false, returnHTML: false, display: false }, debugOpts);
+			if (popup === true || o.display)
+				debugData( info, t, o );
+			else if (window.console)
+				console.log(debugData( info, t, o ));
+		}
+		else if (popup)
+			alert(info);
+		else if (window.console)
+			console.log(info);
+		else {
+			var id	= "#layoutLogger"
+			,	$l = $(id);
+			if (!$l.length)
+				$l = createLog();
+			$l.children("ul").append('<li style="padding: 4px 10px; margin: 0; border-top: 1px solid #CCC;">'+ info.replace(/\</g,"&lt;").replace(/\>/g,"&gt;") +'</li>');
+		}
+
+		function createLog () {
+			var pos = $.support.fixedPosition ? 'fixed' : 'absolute'
+			,	$e = $('<div id="layoutLogger" style="position: '+ pos +'; top: 5px; z-index: 999999; max-width: 25%; overflow: hidden; border: 1px solid #000; border-radius: 5px; background: #FBFBFB; box-shadow: 0 2px 10px rgba(0,0,0,0.3);">'
+				+	'<div style="font-size: 13px; font-weight: bold; padding: 5px 10px; background: #F6F6F6; border-radius: 5px 5px 0 0; cursor: move;">'
+				+	'<span style="float: right; padding-left: 7px; cursor: pointer;" title="Remove Console" onclick="$(this).closest(\'#layoutLogger\').remove()">X</span>Layout console.log</div>'
+				+	'<ul style="font-size: 13px; font-weight: none; list-style: none; margin: 0; padding: 0 0 2px;"></ul>'
+				+ '</div>'
+				).appendTo("body");
+			$e.css('left', $(window).width() - $e.outerWidth() - 5)
+			if ($.ui.draggable) $e.draggable({ handle: ':first-child' });
+			return $e;
+		};
+	}
+
+};
+
+// DEFAULT OPTIONS
+$.layout.defaults = {
+/*
+ *	LAYOUT & LAYOUT-CONTAINER OPTIONS
+ *	- none of these options are applicable to individual panes
+ */
+	name:						""			// Not required, but useful for buttons and used for the state-cookie
+,	containerSelector:			""			// ONLY used when specifying a childOptions - to find container-element that is NOT directly-nested
+,	containerClass:				"ui-layout-container" // layout-container element
+,	scrollToBookmarkOnLoad:		true		// after creating a layout, scroll to bookmark in URL (.../page.htm#myBookmark)
+,	resizeWithWindow:			true		// bind thisLayout.resizeAll() to the window.resize event
+,	resizeWithWindowDelay:		200			// delay calling resizeAll because makes window resizing very jerky
+,	resizeWithWindowMaxDelay:	0			// 0 = none - force resize every XX ms while window is being resized
+,	onresizeall_start:			null		// CALLBACK when resizeAll() STARTS	- NOT pane-specific
+,	onresizeall_end:			null		// CALLBACK when resizeAll() ENDS	- NOT pane-specific
+,	onload_start:				null		// CALLBACK when Layout inits - after options initialized, but before elements
+,	onload_end:					null		// CALLBACK when Layout inits - after EVERYTHING has been initialized
+,	onunload_start:				null		// CALLBACK when Layout is destroyed OR onWindowUnload
+,	onunload_end:				null		// CALLBACK when Layout is destroyed OR onWindowUnload
+,	initPanes:					true		// false = DO NOT initialize the panes onLoad - will init later
+,	showErrorMessages:			true		// enables fatal error messages to warn developers of common errors
+,	showDebugMessages:			false		// display console-and-alert debug msgs - IF this Layout version _has_ debugging code!
+//	Changing this zIndex value will cause other zIndex values to automatically change
+,	zIndex:						null		// the PANE zIndex - resizers and masks will be +1
+//	DO NOT CHANGE the zIndex values below unless you clearly understand their relationships
+,	zIndexes: {								// set _default_ z-index values here...
+		pane_normal:			0			// normal z-index for panes
+	,	content_mask:			1			// applied to overlays used to mask content INSIDE panes during resizing
+	,	resizer_normal:			2			// normal z-index for resizer-bars
+	,	pane_sliding:			100			// applied to *BOTH* the pane and its resizer when a pane is 'slid open'
+	,	pane_animate:			1000		// applied to the pane when being animated - not applied to the resizer
+	,	resizer_drag:			10000		// applied to the CLONED resizer-bar when being 'dragged'
+	}
+,	errors: {
+		pane:					"pane"		// description of "layout pane element" - used only in error messages
+	,	selector:				"selector"	// description of "jQuery-selector" - used only in error messages
+	,	addButtonError:			"Error Adding Button \n\nInvalid "
+	,	containerMissing:		"UI Layout Initialization Error\n\nThe specified layout-container does not exist."
+	,	centerPaneMissing:		"UI Layout Initialization Error\n\nThe center-pane element does not exist.\n\nThe center-pane is a required element."
+	,	noContainerHeight:		"UI Layout Initialization Warning\n\nThe layout-container \"CONTAINER\" has no height.\n\nTherefore the layout is 0-height and hence 'invisible'!"
+	,	callbackError:			"UI Layout Callback Error\n\nThe EVENT callback is not a valid function."
+	}
+/*
+ *	PANE DEFAULT SETTINGS
+ *	- settings under the 'panes' key become the default settings for *all panes*
+ *	- ALL pane-options can also be set specifically for each panes, which will override these 'default values'
+ */
+,	panes: { // default options for 'all panes' - will be overridden by 'per-pane settings'
+		applyDemoStyles: 		false		// NOTE: renamed from applyDefaultStyles for clarity
+	,	closable:				true		// pane can open & close
+	,	resizable:				true		// when open, pane can be resized 
+	,	slidable:				true		// when closed, pane can 'slide open' over other panes - closes on mouse-out
+	,	initClosed:				false		// true = init pane as 'closed'
+	,	initHidden: 			false 		// true = init pane as 'hidden' - no resizer-bar/spacing
+	//	SELECTORS
+	//,	paneSelector:			""			// MUST be pane-specific - jQuery selector for pane
+	,	contentSelector:		".ui-layout-content" // INNER div/element to auto-size so only it scrolls, not the entire pane!
+	,	contentIgnoreSelector:	".ui-layout-ignore"	// element(s) to 'ignore' when measuring 'content'
+	,	findNestedContent:		false		// true = $P.find(contentSelector), false = $P.children(contentSelector)
+	//	GENERIC ROOT-CLASSES - for auto-generated classNames
+	,	paneClass:				"ui-layout-pane"	// Layout Pane
+	,	resizerClass:			"ui-layout-resizer"	// Resizer Bar
+	,	togglerClass:			"ui-layout-toggler"	// Toggler Button
+	,	buttonClass:			"ui-layout-button"	// CUSTOM Buttons	- eg: '[ui-layout-button]-toggle/-open/-close/-pin'
+	//	ELEMENT SIZE & SPACING
+	//,	size:					100			// MUST be pane-specific -initial size of pane
+	,	minSize:				0			// when manually resizing a pane
+	,	maxSize:				0			// ditto, 0 = no limit
+	,	spacing_open:			6			// space between pane and adjacent panes - when pane is 'open'
+	,	spacing_closed:			6			// ditto - when pane is 'closed'
+	,	togglerLength_open:		50			// Length = WIDTH of toggler button on north/south sides - HEIGHT on east/west sides
+	,	togglerLength_closed: 	50			// 100% OR -1 means 'full height/width of resizer bar' - 0 means 'hidden'
+	,	togglerAlign_open:		"center"	// top/left, bottom/right, center, OR...
+	,	togglerAlign_closed:	"center"	// 1 => nn = offset from top/left, -1 => -nn == offset from bottom/right
+	,	togglerContent_open:	""			// text or HTML to put INSIDE the toggler
+	,	togglerContent_closed:	""			// ditto
+	//	RESIZING OPTIONS
+	,	resizerDblClickToggle:	true		// 
+	,	autoResize:				true		// IF size is 'auto' or a percentage, then recalc 'pixel size' whenever the layout resizes
+	,	autoReopen:				true		// IF a pane was auto-closed due to noRoom, reopen it when there is room? False = leave it closed
+	,	resizerDragOpacity:		1			// option for ui.draggable
+	//,	resizerCursor:			""			// MUST be pane-specific - cursor when over resizer-bar
+	,	maskContents:			false		// true = add DIV-mask over-or-inside this pane so can 'drag' over IFRAMES
+	,	maskObjects:			false		// true = add IFRAME-mask over-or-inside this pane to cover objects/applets - content-mask will overlay this mask
+	,	maskZindex:				null		// will override zIndexes.content_mask if specified - not applicable to iframe-panes
+	,	resizingGrid:			false		// grid size that the resizers will snap-to during resizing, eg: [20,20]
+	,	livePaneResizing:		false		// true = LIVE Resizing as resizer is dragged
+	,	liveContentResizing:	false		// true = re-measure header/footer heights as resizer is dragged
+	,	liveResizingTolerance:	1			// how many px change before pane resizes, to control performance
+	//	SLIDING OPTIONS
+	,	sliderCursor:			"pointer"	// cursor when resizer-bar will trigger 'sliding'
+	,	slideTrigger_open:		"click"		// click, dblclick, mouseenter
+	,	slideTrigger_close:		"mouseleave"// click, mouseleave
+	,	slideDelay_open:		300			// applies only for mouseenter event - 0 = instant open
+	,	slideDelay_close:		300			// applies only for mouseleave event (300ms is the minimum!)
+	,	hideTogglerOnSlide:		false		// when pane is slid-open, should the toggler show?
+	,	preventQuickSlideClose:	$.layout.browser.webkit // Chrome triggers slideClosed as it is opening
+	,	preventPrematureSlideClose: false	// handle incorrect mouseleave trigger, like when over a SELECT-list in IE
+	//	PANE-SPECIFIC TIPS & MESSAGES
+	,	tips: {
+			Open:				"Open"		// eg: "Open Pane"
+		,	Close:				"Close"
+		,	Resize:				"Resize"
+		,	Slide:				"Slide Open"
+		,	Pin:				"Pin"
+		,	Unpin:				"Un-Pin"
+		,	noRoomToOpen:		"Not enough room to show this panel."	// alert if user tries to open a pane that cannot
+		,	minSizeWarning:		"Panel has reached its minimum size"	// displays in browser statusbar
+		,	maxSizeWarning:		"Panel has reached its maximum size"	// ditto
+		}
+	//	HOT-KEYS & MISC
+	,	showOverflowOnHover:	false		// will bind allowOverflow() utility to pane.onMouseOver
+	,	enableCursorHotkey:		true		// enabled 'cursor' hotkeys
+	//,	customHotkey:			""			// MUST be pane-specific - EITHER a charCode OR a character
+	,	customHotkeyModifier:	"SHIFT"		// either 'SHIFT', 'CTRL' or 'CTRL+SHIFT' - NOT 'ALT'
+	//	PANE ANIMATION
+	//	NOTE: fxSss_open, fxSss_close & fxSss_size options (eg: fxName_open) are auto-generated if not passed
+	,	fxName:					"slide" 	// ('none' or blank), slide, drop, scale -- only relevant to 'open' & 'close', NOT 'size'
+	,	fxSpeed:				null		// slow, normal, fast, 200, nnn - if passed, will OVERRIDE fxSettings.duration
+	,	fxSettings:				{}			// can be passed, eg: { easing: "easeOutBounce", duration: 1500 }
+	,	fxOpacityFix:			true		// tries to fix opacity in IE to restore anti-aliasing after animation
+	,	animatePaneSizing:		false		// true = animate resizing after dragging resizer-bar OR sizePane() is called
+	/*  NOTE: Action-specific FX options are auto-generated from the options above if not specifically set:
+		fxName_open:			"slide"		// 'Open' pane animation
+		fnName_close:			"slide"		// 'Close' pane animation
+		fxName_size:			"slide"		// 'Size' pane animation - when animatePaneSizing = true
+		fxSpeed_open:			null
+		fxSpeed_close:			null
+		fxSpeed_size:			null
+		fxSettings_open:		{}
+		fxSettings_close:		{}
+		fxSettings_size:		{}
+	*/
+	//	CHILD/NESTED LAYOUTS
+	,	childOptions:			null		// Layout-options for nested/child layout - even {} is valid as options
+	,	initChildLayout:		true		// true = child layout will be created as soon as _this_ layout completes initialization
+	,	destroyChildLayout:		true		// true = destroy child-layout if this pane is destroyed
+	,	resizeChildLayout:		true		// true = trigger child-layout.resizeAll() when this pane is resized
+	//	EVENT TRIGGERING
+	,	triggerEventsOnLoad:	false		// true = trigger onopen OR onclose callbacks when layout initializes
+	,	triggerEventsDuringLiveResize: true	// true = trigger onresize callback REPEATEDLY if livePaneResizing==true
+	//	PANE CALLBACKS
+	,	onshow_start:			null		// CALLBACK when pane STARTS to Show	- BEFORE onopen/onhide_start
+	,	onshow_end:				null		// CALLBACK when pane ENDS being Shown	- AFTER  onopen/onhide_end
+	,	onhide_start:			null		// CALLBACK when pane STARTS to Close	- BEFORE onclose_start
+	,	onhide_end:				null		// CALLBACK when pane ENDS being Closed	- AFTER  onclose_end
+	,	onopen_start:			null		// CALLBACK when pane STARTS to Open
+	,	onopen_end:				null		// CALLBACK when pane ENDS being Opened
+	,	onclose_start:			null		// CALLBACK when pane STARTS to Close
+	,	onclose_end:			null		// CALLBACK when pane ENDS being Closed
+	,	onresize_start:			null		// CALLBACK when pane STARTS being Resized ***FOR ANY REASON***
+	,	onresize_end:			null		// CALLBACK when pane ENDS being Resized ***FOR ANY REASON***
+	,	onsizecontent_start:	null		// CALLBACK when sizing of content-element STARTS
+	,	onsizecontent_end:		null		// CALLBACK when sizing of content-element ENDS
+	,	onswap_start:			null		// CALLBACK when pane STARTS to Swap
+	,	onswap_end:				null		// CALLBACK when pane ENDS being Swapped
+	,	ondrag_start:			null		// CALLBACK when pane STARTS being ***MANUALLY*** Resized
+	,	ondrag_end:				null		// CALLBACK when pane ENDS being ***MANUALLY*** Resized
+	}
+/*
+ *	PANE-SPECIFIC SETTINGS
+ *	- options listed below MUST be specified per-pane - they CANNOT be set under 'panes'
+ *	- all options under the 'panes' key can also be set specifically for any pane
+ *	- most options under the 'panes' key apply only to 'border-panes' - NOT the center-pane
+ */
+,	north: {
+		paneSelector:			".ui-layout-north"
+	,	size:					"auto"		// eg: "auto", "30%", .30, 200
+	,	resizerCursor:			"n-resize"	// custom = url(myCursor.cur)
+	,	customHotkey:			""			// EITHER a charCode (43) OR a character ("o")
+	}
+,	south: {
+		paneSelector:			".ui-layout-south"
+	,	size:					"auto"
+	,	resizerCursor:			"s-resize"
+	,	customHotkey:			""
+	}
+,	east: {
+		paneSelector:			".ui-layout-east"
+	,	size:					200
+	,	resizerCursor:			"e-resize"
+	,	customHotkey:			""
+	}
+,	west: {
+		paneSelector:			".ui-layout-west"
+	,	size:					200
+	,	resizerCursor:			"w-resize"
+	,	customHotkey:			""
+	}
+,	center: {
+		paneSelector:			".ui-layout-center"
+	,	minWidth:				0
+	,	minHeight:				0
+	}
+};
+
+$.layout.optionsMap = {
+	// layout/global options - NOT pane-options
+	layout: ("stateManagement,effects,zIndexes,errors,"
+	+	"name,zIndex,scrollToBookmarkOnLoad,showErrorMessages,"
+	+	"resizeWithWindow,resizeWithWindowDelay,resizeWithWindowMaxDelay,"
+	+	"onresizeall,onresizeall_start,onresizeall_end,onload,onunload").split(",")
+//	borderPanes: [ ALL options that are NOT specified as 'layout' ]
+	// default.panes options that apply to the center-pane (most options apply _only_ to border-panes)
+,	center: ("paneClass,contentSelector,contentIgnoreSelector,findNestedContent,applyDemoStyles,triggerEventsOnLoad,"
+	+	"showOverflowOnHover,maskContents,maskObjects,liveContentResizing,"
+	+	"childOptions,initChildLayout,resizeChildLayout,destroyChildLayout,"
+	+	"onresize,onresize_start,onresize_end,onsizecontent,onsizecontent_start,onsizecontent_end").split(",")
+	// options that MUST be specifically set 'per-pane' - CANNOT set in the panes (defaults) key
+,	noDefault: ("paneSelector,resizerCursor,customHotkey").split(",")
+};
+
+/**
+ * Processes options passed in converts flat-format data into subkey (JSON) format
+ * In flat-format, subkeys are _currently_ separated with 2 underscores, like north__optName
+ * Plugins may also call this method so they can transform their own data
+ *
+ * @param  {!Object}	hash	Data/options passed by user - may be a single level or nested levels
+ * @return {Object}				Returns hash of minWidth & minHeight
+ */
+$.layout.transformData = function (hash) {
+	var	json = { panes: {}, center: {} } // init return object
+	,	data, branch, optKey, keys, key, val, i, c;
+
+	if (typeof hash !== "object") return json; // no options passed
+
+	// convert all 'flat-keys' to 'sub-key' format
+	for (optKey in hash) {
+		branch	= json;
+		data	= $.layout.optionsMap.layout;
+		val		= hash[ optKey ];
+		keys	= optKey.split("__"); // eg: west__size or north__fxSettings__duration
+		c		= keys.length - 1;
+		// convert underscore-delimited to subkeys
+		for (i=0; i <= c; i++) {
+			key = keys[i];
+			if (i === c)
+				branch[key] = val;
+			else if (!branch[key])
+				branch[key] = {}; // create the subkey
+			// recurse to sub-key for next loop - if not done
+			branch = branch[key];
+		}
+	}
+
+	return json;
+};
+
+// INTERNAL CONFIG DATA - DO NOT CHANGE THIS!
+$.layout.backwardCompatibility = {
+	// data used by renameOldOptions()
+	map: {
+	//	OLD Option Name:			NEW Option Name
+		applyDefaultStyles:			"applyDemoStyles"
+	,	resizeNestedLayout:			"resizeChildLayout"
+	,	resizeWhileDragging:		"livePaneResizing"
+	,	resizeContentWhileDragging:	"liveContentResizing"
+	,	triggerEventsWhileDragging:	"triggerEventsDuringLiveResize"
+	,	maskIframesOnResize:		"maskContents"
+	,	useStateCookie:				"stateManagement.enabled"
+	,	"cookie.autoLoad":			"stateManagement.autoLoad"
+	,	"cookie.autoSave":			"stateManagement.autoSave"
+	,	"cookie.keys":				"stateManagement.stateKeys"
+	,	"cookie.name":				"stateManagement.cookie.name"
+	,	"cookie.domain":			"stateManagement.cookie.domain"
+	,	"cookie.path":				"stateManagement.cookie.path"
+	,	"cookie.expires":			"stateManagement.cookie.expires"
+	,	"cookie.secure":			"stateManagement.cookie.secure"
+	//	OLD Language options
+	,	noRoomToOpenTip:			"tips.noRoomToOpen"
+	,	togglerTip_open:			"tips.Close"	// open   = Close
+	,	togglerTip_closed:			"tips.Open"		// closed = Open
+	,	resizerTip:					"tips.Resize"
+	,	sliderTip:					"tips.Slide"
+	}
+
+/**
+* @param {Object}	opts
+*/
+,	renameOptions: function (opts) {
+		var map = $.layout.backwardCompatibility.map
+		,	oldData, newData, value
+		;
+		for (var itemPath in map) {
+			oldData	= getBranch( itemPath );
+			value	= oldData.branch[ oldData.key ];
+			if (value !== undefined) {
+				newData = getBranch( map[itemPath], true );
+				newData.branch[ newData.key ] = value;
+				delete oldData.branch[ oldData.key ];
+			}
+		}
+
+		/**
+		* @param {string}	path
+		* @param {boolean=}	[create=false]	Create path if does not exist
+		*/
+		function getBranch (path, create) {
+			var a = path.split(".") // split keys into array
+			,	c = a.length - 1
+			,	D = { branch: opts, key: a[c] } // init branch at top & set key (last item)
+			,	i = 0, k, undef;
+			for (; i<c; i++) { // skip the last key (data)
+				k = a[i];
+				if (D.branch[ k ] == undefined) { // child-key does not exist
+					if (create) {
+						D.branch = D.branch[ k ] = {}; // create child-branch
+					}
+					else // can't go any farther
+						D.branch = {}; // branch is undefined
+				}
+				else
+					D.branch = D.branch[ k ]; // get child-branch
+			}
+			return D;
+		};
+	}
+
+/**
+* @param {Object}	opts
+*/
+,	renameAllOptions: function (opts) {
+		var ren = $.layout.backwardCompatibility.renameOptions;
+		// rename root (layout) options
+		ren( opts );
+		// rename 'defaults' to 'panes'
+		if (opts.defaults) {
+			if (typeof opts.panes !== "object")
+				opts.panes = {};
+			$.extend(true, opts.panes, opts.defaults);
+			delete opts.defaults;
+		}
+		// rename options in the options.panes key
+		if (opts.panes) ren( opts.panes );
+		// rename options inside *each pane key*, eg: options.west
+		$.each($.layout.config.allPanes, function (i, pane) {
+			if (opts[pane]) ren( opts[pane] );
+		});	
+		return opts;
+	}
+};
+
+
+
+
+/*	============================================================
+ *	BEGIN WIDGET: $( selector ).layout( {options} );
+ *	============================================================
+ */
+$.fn.layout = function (opts) {
+	var
+
+	// local aliases to global data
+	browser	= $.layout.browser
+,	_c		= $.layout.config
+
+	// local aliases to utlity methods
+,	cssW	= $.layout.cssWidth
+,	cssH	= $.layout.cssHeight
+,	elDims	= $.layout.getElementDimensions
+,	elCSS	= $.layout.getElementCSS
+,	evtObj	= $.layout.getEventObject
+,	evtPane	= $.layout.parsePaneName
+
+/**
+ * options - populated by initOptions()
+ */
+,	options = $.extend(true, {}, $.layout.defaults)
+,	effects	= options.effects = $.extend(true, {}, $.layout.effects)
+
+/**
+ * layout-state object
+ */
+,	state = {
+		// generate unique ID to use for event.namespace so can unbind only events added by 'this layout'
+		id:			"layout"+ $.now()	// code uses alias: sID
+	,	initialized: false
+	,	container:	{} // init all keys
+	,	north:		{}
+	,	south:		{}
+	,	east:		{}
+	,	west:		{}
+	,	center:		{}
+	}
+
+/**
+ * parent/child-layout pointers
+ */
+//,	hasParentLayout	= false	- exists ONLY inside Instance so can be set externally
+,	children = {
+		north:		null
+	,	south:		null
+	,	east:		null
+	,	west:		null
+	,	center:		null
+	}
+
+/*
+ * ###########################
+ *  INTERNAL HELPER FUNCTIONS
+ * ###########################
+ */
+
+	/**
+	* Manages all internal timers
+	*/
+,	timer = {
+		data:	{}
+	,	set:	function (s, fn, ms) { timer.clear(s); timer.data[s] = setTimeout(fn, ms); }
+	,	clear:	function (s) { var t=timer.data; if (t[s]) {clearTimeout(t[s]); delete t[s];} }
+	}
+
+	/**
+	* Alert or console.log a message - IF option is enabled.
+	*
+	* @param {(string|!Object)}	msg		Message (or debug-data) to display
+	* @param {?boolean}			popup	True by default, means 'alert', false means use console.log
+	* @param {?boolean}			debug	True means is a widget debugging message
+	*/
+,	_log = function (msg, popup, debug) {
+		var o = options;
+		if ((o.showErrorMessages && !debug) || (debug && o.showDebugMessages))
+			$.layout.msg( o.name +' / '+ msg, (popup !== false) );
+		return false;
+	}
+
+	/**
+	* Executes a Callback function after a trigger event, like resize, open or close
+	*
+	* @param {string}			evtName			Name of the layout callback, eg "onresize_start"
+	* @param {?string}			pane			This is passed only so we can pass the 'pane object' to the callback
+	* @param {?string|?boolean}	skipBoundEvents	True = do not run events bound to the elements - only the callbacks set in options
+	*/
+,	_runCallbacks = function (evtName, pane, skipBoundEvents) {
+		var	paneCB	= pane && isStr(pane)
+		,	s		= paneCB ? state[pane] : state
+		,	o		= paneCB ? options[pane] : options
+		,	lName	= options.name
+			// names like onopen and onopen_end separate are interchangeable in options...
+		,	lng		= evtName + (evtName.match(/_/) ? "" : "_end")
+		,	shrt	= lng.match(/_end$/) ? lng.substr(0, lng.length - 4) : ""
+		,	fn		= o[lng] || o[shrt]
+		,	retVal	= "NC" // NC = No Callback
+		,	args	= []
+		,	$P
+		;
+		if ( !paneCB && $.type(skipBoundEvents) !== 'boolean' )
+			skipBoundEvents = pane; // allow pane param to be skipped for Layout callback
+
+		// first trigger the callback set in the options
+		if (fn) {
+			try {
+				// convert function name (string) to function object
+				if (isStr( fn )) {
+					if (fn.match(/,/)) {
+						// function name cannot contain a comma, 
+						// so must be a function name AND a parameter to pass
+						args = fn.split(",")
+						,	fn = eval(args[0]);
+					}
+					else // just the name of an external function?
+						fn = eval(fn);
+				}
+				// execute the callback, if exists
+				if ($.isFunction( fn )) {
+					if (args.length)
+						retVal = fn(args[1]); // pass the argument parsed from 'list'
+					else if ( paneCB )
+						// pass data: pane-name, pane-element, pane-state, pane-options, and layout-name
+						retVal = fn( pane, $Ps[pane], s, o, lName );
+					else // must be a layout/container callback - pass suitable info
+						retVal = fn( Instance, s, o, lName );
+				}
+			}
+			catch (ex) {
+				_log( options.errors.callbackError.replace(/EVENT/, $.trim(pane +" "+ lng)), false );
+			}
+		}
+
+		// trigger additional events bound directly to the pane
+		if (!skipBoundEvents && retVal !== false) {
+			if ( paneCB ) { // PANE events can be bound to each pane-elements
+				$P	= $Ps[pane];
+				o	= options[pane];
+				s	= state[pane];
+				$P.triggerHandler('layoutpane'+ lng, [ pane, $P, s, o, lName ]);
+				if (shrt)
+					$P.triggerHandler('layoutpane'+ shrt, [ pane, $P, s, o, lName ]);
+			}
+			else { // LAYOUT events can be bound to the container-element
+				$N.triggerHandler('layout'+ lng, [ Instance, s, o, lName ]);
+				if (shrt)
+					$N.triggerHandler('layout'+ shrt, [ Instance, s, o, lName ]);
+			}
+		}
+
+		// ALWAYS resizeChildLayout after a resize event - even during initialization
+		if (evtName === "onresize_end" || evtName === "onsizecontent_end")
+			resizeChildLayout(pane); 
+
+		return retVal;
+	}
+
+
+	/**
+	* cure iframe display issues in IE & other browsers
+	*/
+,	_fixIframe = function (pane) {
+		if (browser.mozilla) return; // skip FireFox - it auto-refreshes iframes onShow
+		var $P = $Ps[pane];
+		// if the 'pane' is an iframe, do it
+		if (state[pane].tagName === "IFRAME")
+			$P.css(_c.hidden).css(_c.visible); 
+		else // ditto for any iframes INSIDE the pane
+			$P.find('IFRAME').css(_c.hidden).css(_c.visible);
+	}
+
+	/**
+	* @param  {string}		pane		Can accept ONLY a 'pane' (east, west, etc)
+	* @param  {number=}		outerSize	(optional) Can pass a width, allowing calculations BEFORE element is resized
+	* @return {number}		Returns the innerHeight/Width of el by subtracting padding and borders
+	*/
+,	cssSize = function (pane, outerSize) {
+		var fn = _c[pane].dir=="horz" ? cssH : cssW;
+		return fn($Ps[pane], outerSize);
+	}
+
+	/**
+	* @param  {string}		pane		Can accept ONLY a 'pane' (east, west, etc)
+	* @return {Object}		Returns hash of minWidth & minHeight
+	*/
+,	cssMinDims = function (pane) {
+		// minWidth/Height means CSS width/height = 1px
+		var	$P	= $Ps[pane]
+		,	dir	= _c[pane].dir
+		,	d	= {
+				minWidth:	1001 - cssW($P, 1000)
+			,	minHeight:	1001 - cssH($P, 1000)
+			}
+		;
+		if (dir === "horz") d.minSize = d.minHeight;
+		if (dir === "vert") d.minSize = d.minWidth;
+		return d;
+	}
+
+	// TODO: see if these methods can be made more useful...
+	// TODO: *maybe* return cssW/H from these so caller can use this info
+
+	/**
+	* @param {(string|!Object)}		el
+	* @param {number=}				outerWidth
+	* @param {boolean=}				[autoHide=false]
+	*/
+,	setOuterWidth = function (el, outerWidth, autoHide) {
+		var $E = el, w;
+		if (isStr(el)) $E = $Ps[el]; // west
+		else if (!el.jquery) $E = $(el);
+		w = cssW($E, outerWidth);
+		$E.css({ width: w });
+		if (w > 0) {
+			if (autoHide && $E.data('autoHidden') && $E.innerHeight() > 0) {
+				$E.show().data('autoHidden', false);
+				if (!browser.mozilla) // FireFox refreshes iframes - IE does not
+					// make hidden, then visible to 'refresh' display after animation
+					$E.css(_c.hidden).css(_c.visible);
+			}
+		}
+		else if (autoHide && !$E.data('autoHidden'))
+			$E.hide().data('autoHidden', true);
+	}
+
+	/**
+	* @param {(string|!Object)}		el
+	* @param {number=}				outerHeight
+	* @param {boolean=}				[autoHide=false]
+	*/
+,	setOuterHeight = function (el, outerHeight, autoHide) {
+		var $E = el, h;
+		if (isStr(el)) $E = $Ps[el]; // west
+		else if (!el.jquery) $E = $(el);
+		h = cssH($E, outerHeight);
+		$E.css({ height: h, visibility: "visible" }); // may have been 'hidden' by sizeContent
+		if (h > 0 && $E.innerWidth() > 0) {
+			if (autoHide && $E.data('autoHidden')) {
+				$E.show().data('autoHidden', false);
+				if (!browser.mozilla) // FireFox refreshes iframes - IE does not
+					$E.css(_c.hidden).css(_c.visible);
+			}
+		}
+		else if (autoHide && !$E.data('autoHidden'))
+			$E.hide().data('autoHidden', true);
+	}
+
+	/**
+	* @param {(string|!Object)}		el
+	* @param {number=}				outerSize
+	* @param {boolean=}				[autoHide=false]
+	*/
+,	setOuterSize = function (el, outerSize, autoHide) {
+		if (_c[pane].dir=="horz") // pane = north or south
+			setOuterHeight(el, outerSize, autoHide);
+		else // pane = east or west
+			setOuterWidth(el, outerSize, autoHide);
+	}
+
+
+	/**
+	* Converts any 'size' params to a pixel/integer size, if not already
+	* If 'auto' or a decimal/percentage is passed as 'size', a pixel-size is calculated
+	*
+	/**
+	* @param  {string}				pane
+	* @param  {(string|number)=}	size
+	* @param  {string=}				[dir]
+	* @return {number}
+	*/
+,	_parseSize = function (pane, size, dir) {
+		if (!dir) dir = _c[pane].dir;
+
+		if (isStr(size) && size.match(/%/))
+			size = (size === '100%') ? -1 : parseInt(size, 10) / 100; // convert % to decimal
+
+		if (size === 0)
+			return 0;
+		else if (size >= 1)
+			return parseInt(size, 10);
+
+		var o = options, avail = 0;
+		if (dir=="horz") // north or south or center.minHeight
+			avail = sC.innerHeight - ($Ps.north ? o.north.spacing_open : 0) - ($Ps.south ? o.south.spacing_open : 0);
+		else if (dir=="vert") // east or west or center.minWidth
+			avail = sC.innerWidth - ($Ps.west ? o.west.spacing_open : 0) - ($Ps.east ? o.east.spacing_open : 0);
+
+		if (size === -1) // -1 == 100%
+			return avail;
+		else if (size > 0) // percentage, eg: .25
+			return round(avail * size);
+		else if (pane=="center")
+			return 0;
+		else { // size < 0 || size=='auto' || size==Missing || size==Invalid
+			// auto-size the pane
+			var	dim	= (dir === "horz" ? "height" : "width")
+			,	$P	= $Ps[pane]
+			,	$C	= dim === 'height' ? $Cs[pane] : false
+			,	vis	= $.layout.showInvisibly($P) // show pane invisibly if hidden
+			,	szP	= $P.css(dim) // SAVE current pane size
+			,	szC	= $C ? $C.css(dim) : 0 // SAVE current content size
+			;
+			$P.css(dim, "auto");
+			if ($C) $C.css(dim, "auto");
+			size = (dim === "height") ? $P.outerHeight() : $P.outerWidth(); // MEASURE
+			$P.css(dim, szP).css(vis); // RESET size & visibility
+			if ($C) $C.css(dim, szC);
+			return size;
+		}
+	}
+
+	/**
+	* Calculates current 'size' (outer-width or outer-height) of a border-pane - optionally with 'pane-spacing' added
+	*
+	* @param  {(string|!Object)}	pane
+	* @param  {boolean=}			[inclSpace=false]
+	* @return {number}				Returns EITHER Width for east/west panes OR Height for north/south panes
+	*/
+,	getPaneSize = function (pane, inclSpace) {
+		var 
+			$P	= $Ps[pane]
+		,	o	= options[pane]
+		,	s	= state[pane]
+		,	oSp	= (inclSpace ? o.spacing_open : 0)
+		,	cSp	= (inclSpace ? o.spacing_closed : 0)
+		;
+		if (!$P || s.isHidden)
+			return 0;
+		else if (s.isClosed || (s.isSliding && inclSpace))
+			return cSp;
+		else if (_c[pane].dir === "horz")
+			return $P.outerHeight() + oSp;
+		else // dir === "vert"
+			return $P.outerWidth() + oSp;
+	}
+
+	/**
+	* Calculate min/max pane dimensions and limits for resizing
+	*
+	* @param  {string}		pane
+	* @param  {boolean=}	[slide=false]
+	*/
+,	setSizeLimits = function (pane, slide) {
+		if (!isInitialized()) return;
+		var 
+			o				= options[pane]
+		,	s				= state[pane]
+		,	c				= _c[pane]
+		,	dir				= c.dir
+		,	side			= c.side.toLowerCase()
+		,	type			= c.sizeType.toLowerCase()
+		,	isSliding		= (slide != undefined ? slide : s.isSliding) // only open() passes 'slide' param
+		,	$P				= $Ps[pane]
+		,	paneSpacing		= o.spacing_open
+		//	measure the pane on the *opposite side* from this pane
+		,	altPane			= _c.oppositeEdge[pane]
+		,	altS			= state[altPane]
+		,	$altP			= $Ps[altPane]
+		,	altPaneSize		= (!$altP || altS.isVisible===false || altS.isSliding ? 0 : (dir=="horz" ? $altP.outerHeight() : $altP.outerWidth()))
+		,	altPaneSpacing	= ((!$altP || altS.isHidden ? 0 : options[altPane][ altS.isClosed !== false ? "spacing_closed" : "spacing_open" ]) || 0)
+		//	limitSize prevents this pane from 'overlapping' opposite pane
+		,	containerSize	= (dir=="horz" ? sC.innerHeight : sC.innerWidth)
+		,	minCenterDims	= cssMinDims("center")
+		,	minCenterSize	= dir=="horz" ? max(options.center.minHeight, minCenterDims.minHeight) : max(options.center.minWidth, minCenterDims.minWidth)
+		//	if pane is 'sliding', then ignore center and alt-pane sizes - because 'overlays' them
+		,	limitSize		= (containerSize - paneSpacing - (isSliding ? 0 : (_parseSize("center", minCenterSize, dir) + altPaneSize + altPaneSpacing)))
+		,	minSize			= s.minSize = max( _parseSize(pane, o.minSize), cssMinDims(pane).minSize )
+		,	maxSize			= s.maxSize = min( (o.maxSize ? _parseSize(pane, o.maxSize) : 100000), limitSize )
+		,	r				= s.resizerPosition = {} // used to set resizing limits
+		,	top				= sC.insetTop
+		,	left			= sC.insetLeft
+		,	W				= sC.innerWidth
+		,	H				= sC.innerHeight
+		,	rW				= o.spacing_open // subtract resizer-width to get top/left position for south/east
+		;
+		switch (pane) {
+			case "north":	r.min = top + minSize;
+							r.max = top + maxSize;
+							break;
+			case "west":	r.min = left + minSize;
+							r.max = left + maxSize;
+							break;
+			case "south":	r.min = top + H - maxSize - rW;
+							r.max = top + H - minSize - rW;
+							break;
+			case "east":	r.min = left + W - maxSize - rW;
+							r.max = left + W - minSize - rW;
+							break;
+		};
+	}
+
+	/**
+	* Returns data for setting the size/position of center pane. Also used to set Height for east/west panes
+	*
+	* @return JSON  Returns a hash of all dimensions: top, bottom, left, right, (outer) width and (outer) height
+	*/
+,	calcNewCenterPaneDims = function () {
+		var d = {
+			top:	getPaneSize("north", true) // true = include 'spacing' value for pane
+		,	bottom:	getPaneSize("south", true)
+		,	left:	getPaneSize("west", true)
+		,	right:	getPaneSize("east", true)
+		,	width:	0
+		,	height:	0
+		};
+
+		// NOTE: sC = state.container
+		// calc center-pane outer dimensions
+		d.width		= sC.innerWidth - d.left - d.right;  // outerWidth
+		d.height	= sC.innerHeight - d.bottom - d.top; // outerHeight
+		// add the 'container border/padding' to get final positions relative to the container
+		d.top		+= sC.insetTop;
+		d.bottom	+= sC.insetBottom;
+		d.left		+= sC.insetLeft;
+		d.right		+= sC.insetRight;
+
+		return d;
+	}
+
+
+	/**
+	* @param {!Object}		el
+	* @param {boolean=}		[allStates=false]
+	*/
+,	getHoverClasses = function (el, allStates) {
+		var
+			$El		= $(el)
+		,	type	= $El.data("layoutRole")
+		,	pane	= $El.data("layoutEdge")
+		,	o		= options[pane]
+		,	root	= o[type +"Class"]
+		,	_pane	= "-"+ pane // eg: "-west"
+		,	_open	= "-open"
+		,	_closed	= "-closed"
+		,	_slide	= "-sliding"
+		,	_hover	= "-hover " // NOTE the trailing space
+		,	_state	= $El.hasClass(root+_closed) ? _closed : _open
+		,	_alt	= _state === _closed ? _open : _closed
+		,	classes = (root+_hover) + (root+_pane+_hover) + (root+_state+_hover) + (root+_pane+_state+_hover)
+		;
+		if (allStates) // when 'removing' classes, also remove alternate-state classes
+			classes += (root+_alt+_hover) + (root+_pane+_alt+_hover);
+
+		if (type=="resizer" && $El.hasClass(root+_slide))
+			classes += (root+_slide+_hover) + (root+_pane+_slide+_hover);
+
+		return $.trim(classes);
+	}
+,	addHover	= function (evt, el) {
+		var $E = $(el || this);
+		if (evt && $E.data("layoutRole") === "toggler")
+			evt.stopPropagation(); // prevent triggering 'slide' on Resizer-bar
+		$E.addClass( getHoverClasses($E) );
+	}
+,	removeHover	= function (evt, el) {
+		var $E = $(el || this);
+		$E.removeClass( getHoverClasses($E, true) );
+	}
+
+,	onResizerEnter	= function (evt) { // ALSO called by toggler.mouseenter
+		if ($.fn.disableSelection)
+			$("body").disableSelection();
+	}
+,	onResizerLeave	= function (evt, el) {
+		var
+			e = el || this // el is only passed when called by the timer
+		,	pane = $(e).data("layoutEdge")
+		,	name = pane +"ResizerLeave"
+		;
+		timer.clear(pane+"_openSlider"); // cancel slideOpen timer, if set
+		timer.clear(name); // cancel enableSelection timer - may re/set below
+		// this method calls itself on a timer because it needs to allow
+		// enough time for dragging to kick-in and set the isResizing flag
+		// dragging has a 100ms delay set, so this delay must be >100
+		if (!el) // 1st call - mouseleave event
+			timer.set(name, function(){ onResizerLeave(evt, e); }, 200);
+		// if user is resizing, then dragStop will enableSelection(), so can skip it here
+		else if (!state[pane].isResizing && $.fn.enableSelection) // 2nd call - by timer
+			$("body").enableSelection();
+	}
+
+/*
+ * ###########################
+ *   INITIALIZATION METHODS
+ * ###########################
+ */
+
+	/**
+	* Initialize the layout - called automatically whenever an instance of layout is created
+	*
+	* @see  none - triggered onInit
+	* @return  mixed	true = fully initialized | false = panes not initialized (yet) | 'cancel' = abort
+	*/
+,	_create = function () {
+		// initialize config/options
+		initOptions();
+		var o = options;
+
+		// TEMP state so isInitialized returns true during init process
+		state.creatingLayout = true;
+
+		// init plugins for this layout, if there are any (eg: stateManagement)
+		runPluginCallbacks( Instance, $.layout.onCreate );
+
+		// options & state have been initialized, so now run beforeLoad callback
+		// onload will CANCEL layout creation if it returns false
+		if (false === _runCallbacks("onload_start"))
+			return 'cancel';
+
+		// initialize the container element
+		_initContainer();
+
+		// bind hotkey function - keyDown - if required
+		initHotkeys();
+
+		// bind window.onunload
+		$(window).bind("unload."+ sID, unload);
+
+		// init plugins for this layout, if there are any (eg: customButtons)
+		runPluginCallbacks( Instance, $.layout.onLoad );
+
+		// if layout elements are hidden, then layout WILL NOT complete initialization!
+		// initLayoutElements will set initialized=true and run the onload callback IF successful
+		if (o.initPanes) _initLayoutElements();
+
+		delete state.creatingLayout;
+
+		return state.initialized;
+	}
+
+	/**
+	* Initialize the layout IF not already
+	*
+	* @see  All methods in Instance run this test
+	* @return  boolean	true = layoutElements have been initialized | false = panes are not initialized (yet)
+	*/
+,	isInitialized = function () {
+		if (state.initialized || state.creatingLayout) return true;	// already initialized
+		else return _initLayoutElements();	// try to init panes NOW
+	}
+
+	/**
+	* Initialize the layout - called automatically whenever an instance of layout is created
+	*
+	* @see  _create() & isInitialized
+	* @return  An object pointer to the instance created
+	*/
+,	_initLayoutElements = function (retry) {
+		// initialize config/options
+		var o = options;
+
+		// CANNOT init panes inside a hidden container!
+		if (!$N.is(":visible")) {
+			// handle Chrome bug where popup window 'has no height'
+			// if layout is BODY element, try again in 50ms
+			// SEE: http://layout.jquery-dev.net/samples/test_popup_window.html
+			if ( !retry && browser.webkit && $N[0].tagName === "BODY" )
+				setTimeout(function(){ _initLayoutElements(true); }, 50);
+			return false;
+		}
+
+		// a center pane is required, so make sure it exists
+		if (!getPane("center").length) {
+			return _log( o.errors.centerPaneMissing );
+		}
+
+		// TEMP state so isInitialized returns true during init process
+		state.creatingLayout = true;
+
+		// update Container dims
+		$.extend(sC, elDims( $N ));
+
+		// initialize all layout elements
+		initPanes();	// size & position panes - calls initHandles() - which calls initResizable()
+
+		if (o.scrollToBookmarkOnLoad) {
+			var l = self.location;
+			if (l.hash) l.replace( l.hash ); // scrollTo Bookmark
+		}
+
+		// check to see if this layout 'nested' inside a pane
+		if (Instance.hasParentLayout)
+			o.resizeWithWindow = false;
+		// bind resizeAll() for 'this layout instance' to window.resize event
+		else if (o.resizeWithWindow)
+			$(window).bind("resize."+ sID, windowResize);
+
+		delete state.creatingLayout;
+		state.initialized = true;
+
+		// init plugins for this layout, if there are any
+		runPluginCallbacks( Instance, $.layout.onReady );
+
+		// now run the onload callback, if exists
+		_runCallbacks("onload_end");
+
+		return true; // elements initialized successfully
+	}
+
+	/**
+	* Initialize nested layouts - called when _initLayoutElements completes
+	*
+	* NOT CURRENTLY USED
+	*
+	* @see _initLayoutElements
+	* @return  An object pointer to the instance created
+	*/
+,	_initChildLayouts = function () {
+		$.each(_c.allPanes, function (idx, pane) {
+			if (options[pane].initChildLayout)
+				createChildLayout( pane );
+		});
+	}
+
+	/**
+	* Initialize nested layouts for a specific pane - can optionally pass layout-options
+	*
+	* @see _initChildLayouts
+	* @param {string|Object}	evt_or_pane	The pane being opened, ie: north, south, east, or west
+	* @param {Object=}			[opts]		Layout-options - if passed, will OVERRRIDE options[pane].childOptions
+	* @return  An object pointer to the layout instance created - or null
+	*/
+,	createChildLayout = function (evt_or_pane, opts) {
+		var	pane = evtPane.call(this, evt_or_pane)
+		,	$P	= $Ps[pane]
+		,	C	= children
+		;
+		if ($P) {
+			var	$C	= $Cs[pane]
+			,	o	= opts || options[pane].childOptions
+			,	d	= "layout"
+			//	determine which element is supposed to be the 'child container'
+			//	if pane has a 'containerSelector' OR a 'content-div', use those instead of the pane
+			,	$Cont = o.containerSelector ? $P.find( o.containerSelector ) : ($C || $P)
+			,	containerFound = $Cont.length
+			//	see if a child-layout ALREADY exists on this element
+			,	child = containerFound ? (C[pane] = $Cont.data(d) || null) : null
+			;
+			// if no layout exists, but childOptions are set, try to create the layout now
+			if (!child && containerFound && o)
+				child = C[pane] = $Cont.eq(0).layout(o) || null;
+			if (child)
+				child.hasParentLayout = true;	// set parent-flag in child
+		}
+		Instance[pane].child = C[pane]; // ALWAYS set pane-object pointer, even if null
+	}
+
+,	windowResize = function () {
+		var delay = Number(options.resizeWithWindowDelay);
+		if (delay < 10) delay = 100; // MUST have a delay!
+		// resizing uses a delay-loop because the resize event fires repeatly - except in FF, but delay anyway
+		timer.clear("winResize"); // if already running
+		timer.set("winResize", function(){
+			timer.clear("winResize");
+			timer.clear("winResizeRepeater");
+			var dims = elDims( $N );
+			// only trigger resizeAll() if container has changed size
+			if (dims.innerWidth !== sC.innerWidth || dims.innerHeight !== sC.innerHeight)
+				resizeAll();
+		}, delay);
+		// ALSO set fixed-delay timer, if not already running
+		if (!timer.data["winResizeRepeater"]) setWindowResizeRepeater();
+	}
+
+,	setWindowResizeRepeater = function () {
+		var delay = Number(options.resizeWithWindowMaxDelay);
+		if (delay > 0)
+			timer.set("winResizeRepeater", function(){ setWindowResizeRepeater(); resizeAll(); }, delay);
+	}
+
+,	unload = function () {
+		var o = options;
+
+		_runCallbacks("onunload_start");
+
+		// trigger plugin callabacks for this layout (eg: stateManagement)
+		runPluginCallbacks( Instance, $.layout.onUnload );
+
+		_runCallbacks("onunload_end");
+	}
+
+	/**
+	* Validate and initialize container CSS and events
+	*
+	* @see  _create()
+	*/
+,	_initContainer = function () {
+		var
+			N		= $N[0]
+		,	tag		= sC.tagName = N.tagName
+		,	id		= sC.id = N.id
+		,	cls		= sC.className = N.className
+		,	o		= options
+		,	name	= o.name
+		,	fullPage= (tag === "BODY")
+		,	props	= "overflow,position,margin,padding,border"
+		,	css		= "layoutCSS"
+		,	CSS		= {}
+		,	hid		= "hidden" // used A LOT!
+		//	see if this container is a 'pane' inside an outer-layout
+		,	parent	= $N.data("parentLayout")	// parent-layout Instance
+		,	pane	= $N.data("layoutEdge")		// pane-name in parent-layout
+		,	isChild	= parent && pane
+		;
+		// sC -> state.container
+		sC.selector = $N.selector.split(".slice")[0];
+		sC.ref		= (o.name ? o.name +' layout / ' : '') + tag + (id ? "#"+id : cls ? '.['+cls+']' : ''); // used in messages
+
+		$N	.data({
+				layout: Instance
+			,	layoutContainer: sID // FLAG to indicate this is a layout-container - contains unique internal ID
+			})
+			.addClass(o.containerClass)
+		;
+		var layoutMethods = {
+			destroy:	''
+		,	initPanes:	''
+		,	resizeAll:	'resizeAll'
+		,	resize:		'resizeAll'
+		};
+		// loop hash and bind all methods - include layoutID namespacing
+		for (name in layoutMethods) {
+			$N.bind("layout"+ name.toLowerCase() +"."+ sID, Instance[ layoutMethods[name] || name ]);
+		}
+
+		// if this container is another layout's 'pane', then set child/parent pointers
+		if (isChild) {
+			// update parent flag
+			Instance.hasParentLayout = true;
+			// set pointers to THIS child-layout (Instance) in parent-layout
+			// NOTE: parent.PANE.child is an ALIAS to parent.children.PANE
+			parent[pane].child = parent.children[pane] = $N.data("layout");
+		}
+
+		// SAVE original container CSS for use in destroy()
+		if (!$N.data(css)) {
+			// handle props like overflow different for BODY & HTML - has 'system default' values
+			if (fullPage) {
+				CSS = $.extend( elCSS($N, props), {
+					height:		$N.css("height")
+				,	overflow:	$N.css("overflow")
+				,	overflowX:	$N.css("overflowX")
+				,	overflowY:	$N.css("overflowY")
+				});
+				// ALSO SAVE <HTML> CSS
+				var $H = $("html");
+				$H.data(css, {
+					height:		"auto" // FF would return a fixed px-size!
+				,	overflow:	$H.css("overflow")
+				,	overflowX:	$H.css("overflowX")
+				,	overflowY:	$H.css("overflowY")
+				});
+			}
+			else // handle props normally for non-body elements
+				CSS = elCSS($N, props+",top,bottom,left,right,width,height,overflow,overflowX,overflowY");
+
+			$N.data(css, CSS);
+		}
+
+		try { // format html/body if this is a full page layout
+			if (fullPage) {
+				$("html").css({
+					height:		"100%"
+				,	overflow:	hid
+				,	overflowX:	hid
+				,	overflowY:	hid
+				});
+				$("body").css({
+					position:	"relative"
+				,	height:		"100%"
+				,	overflow:	hid
+				,	overflowX:	hid
+				,	overflowY:	hid
+				,	margin:		0
+				,	padding:	0		// TODO: test whether body-padding could be handled?
+				,	border:		"none"	// a body-border creates problems because it cannot be measured!
+				});
+
+				// set current layout-container dimensions
+				$.extend(sC, elDims( $N ));
+			}
+			else { // set required CSS for overflow and position
+				// ENSURE container will not 'scroll'
+				CSS = { overflow: hid, overflowX: hid, overflowY: hid }
+				var
+					p = $N.css("position")
+				,	h = $N.css("height")
+				;
+				// if this is a NESTED layout, then container/outer-pane ALREADY has position and height
+				if (!isChild) {
+					if (!p || !p.match(/fixed|absolute|relative/))
+						CSS.position = "relative"; // container MUST have a 'position'
+					/*
+					if (!h || h=="auto")
+						CSS.height = "100%"; // container MUST have a 'height'
+					*/
+				}
+				$N.css( CSS );
+
+				// set current layout-container dimensions
+				if ( $N.is(":visible") ) {
+					$.extend(sC, elDims( $N ));
+					if (sC.innerHeight < 1)
+						_log( o.errors.noContainerHeight.replace(/CONTAINER/, sC.ref) );
+				}
+			}
+		} catch (ex) {}
+	}
+
+	/**
+	* Bind layout hotkeys - if options enabled
+	*
+	* @see  _create() and addPane()
+	* @param {string=}	[panes=""]	The edge(s) to process
+	*/
+,	initHotkeys = function (panes) {
+		panes = panes ? panes.split(",") : _c.borderPanes;
+		// bind keyDown to capture hotkeys, if option enabled for ANY pane
+		$.each(panes, function (i, pane) {
+			var o = options[pane];
+			if (o.enableCursorHotkey || o.customHotkey) {
+				$(document).bind("keydown."+ sID, keyDown); // only need to bind this ONCE
+				return false; // BREAK - binding was done
+			}
+		});
+	}
+
+	/**
+	* Build final OPTIONS data
+	*
+	* @see  _create()
+	*/
+,	initOptions = function () {
+		var data, d, pane, key, val, i, c, o;
+
+		// reprocess user's layout-options to have correct options sub-key structure
+		opts = $.layout.transformData( opts ); // panes = default subkey
+
+		// auto-rename old options for backward compatibility
+		opts = $.layout.backwardCompatibility.renameAllOptions( opts );
+
+		// if user-options has 'panes' key (pane-defaults), clean it...
+		if (!$.isEmptyObject(opts.panes)) {
+			// REMOVE any pane-defaults that MUST be set per-pane
+			data = $.layout.optionsMap.noDefault;
+			for (i=0, c=data.length; i<c; i++) {
+				key = data[i];
+				delete opts.panes[key]; // OK if does not exist
+			}
+			// REMOVE any layout-options specified under opts.panes
+			data = $.layout.optionsMap.layout;
+			for (i=0, c=data.length; i<c; i++) {
+				key = data[i];
+				delete opts.panes[key]; // OK if does not exist
+			}
+		}
+
+		// MOVE any NON-layout-options from opts-root to opts.panes
+		data = $.layout.optionsMap.layout;
+		var rootKeys = $.layout.config.optionRootKeys;
+		for (key in opts) {
+			val = opts[key];
+			if ($.inArray(key, rootKeys) < 0 && $.inArray(key, data) < 0) {
+				if (!opts.panes[key])
+					opts.panes[key] = $.isPlainObject(val) ? $.extend(true, {}, val) : val;
+				delete opts[key]
+			}
+		}
+
+		// START by updating ALL options from opts
+		$.extend(true, options, opts);
+
+		// CREATE final options (and config) for EACH pane
+		$.each(_c.allPanes, function (i, pane) {
+
+			// apply 'pane-defaults' to CONFIG.[PANE]
+			_c[pane] = $.extend(true, {}, _c.panes, _c[pane]);
+
+			d = options.panes;
+			o = options[pane];
+
+			// center-pane uses SOME keys in defaults.panes branch
+			if (pane === 'center') {
+				// ONLY copy keys from opts.panes listed in: $.layout.optionsMap.center
+				data = $.layout.optionsMap.center;		// list of 'center-pane keys'
+				for (i=0, c=data.length; i<c; i++) {	// loop the list...
+					key = data[i];
+					// only need to use pane-default if pane-specific value not set
+					if (!opts.center[key] && (opts.panes[key] || !o[key]))
+						o[key] = d[key]; // pane-default
+				}
+			}
+			else {
+				// border-panes use ALL keys in defaults.panes branch
+				o = options[pane] = $.extend(true, {}, d, o); // re-apply pane-specific opts AFTER pane-defaults
+				createFxOptions( pane );
+				// ensure all border-pane-specific base-classes exist
+				if (!o.resizerClass)	o.resizerClass	= "ui-layout-resizer";
+				if (!o.togglerClass)	o.togglerClass	= "ui-layout-toggler";
+			}
+			// ensure we have base pane-class (ALL panes)
+			if (!o.paneClass) o.paneClass = "ui-layout-pane";
+		});
+
+		// update options.zIndexes if a zIndex-option specified
+		var zo	= opts.zIndex
+		,	z	= options.zIndexes;
+		if (zo > 0) {
+			z.pane_normal		= zo;
+			z.content_mask		= max(zo+1, z.content_mask);	// MIN = +1
+			z.resizer_normal	= max(zo+2, z.resizer_normal);	// MIN = +2
+		}
+
+		// DELETE 'panes' key now that we are done - values were copied to EACH pane
+		delete options.panes;
+
+
+		function createFxOptions ( pane ) {
+			var	o = options[pane]
+			,	d = options.panes;
+			// ensure fxSettings key to avoid errors
+			if (!o.fxSettings) o.fxSettings = {};
+			if (!d.fxSettings) d.fxSettings = {};
+
+			$.each(["_open","_close","_size"], function (i,n) { 
+				var
+					sName		= "fxName"+ n
+				,	sSpeed		= "fxSpeed"+ n
+				,	sSettings	= "fxSettings"+ n
+					// recalculate fxName according to specificity rules
+				,	fxName = o[sName] =
+						o[sName]	// options.west.fxName_open
+					||	d[sName]	// options.panes.fxName_open
+					||	o.fxName	// options.west.fxName
+					||	d.fxName	// options.panes.fxName
+					||	"none"		// MEANS $.layout.defaults.panes.fxName == "" || false || null || 0
+				;
+				// validate fxName to ensure is valid effect - MUST have effect-config data in options.effects
+				if (fxName === "none" || !$.effects || !$.effects[fxName] || !options.effects[fxName])
+					fxName = o[sName] = "none"; // effect not loaded OR unrecognized fxName
+
+				// set vars for effects subkeys to simplify logic
+				var	fx		= options.effects[fxName] || {}	// effects.slide
+				,	fx_all	= fx.all	|| null				// effects.slide.all
+				,	fx_pane	= fx[pane]	|| null				// effects.slide.west
+				;
+				// create fxSpeed[_open|_close|_size]
+				o[sSpeed] =
+					o[sSpeed]				// options.west.fxSpeed_open
+				||	d[sSpeed]				// options.west.fxSpeed_open
+				||	o.fxSpeed				// options.west.fxSpeed
+				||	d.fxSpeed				// options.panes.fxSpeed
+				||	null					// DEFAULT - let fxSetting.duration control speed
+				;
+				// create fxSettings[_open|_close|_size]
+				o[sSettings] = $.extend(
+					true
+				,	{}
+				,	fx_all					// effects.slide.all
+				,	fx_pane					// effects.slide.west
+				,	d.fxSettings			// options.panes.fxSettings
+				,	o.fxSettings			// options.west.fxSettings
+				,	d[sSettings]			// options.panes.fxSettings_open
+				,	o[sSettings]			// options.west.fxSettings_open
+				);
+			});
+
+			// DONE creating action-specific-settings for this pane,
+			// so DELETE generic options - are no longer meaningful
+			delete o.fxName;
+			delete o.fxSpeed;
+			delete o.fxSettings;
+		}
+	}
+
+	/**
+	* Initialize module objects, styling, size and position for all panes
+	*
+	* @see  _initElements()
+	* @param {string}	pane		The pane to process
+	*/
+,	getPane = function (pane) {
+		var sel = options[pane].paneSelector
+		if (sel.substr(0,1)==="#") // ID selector
+			// NOTE: elements selected 'by ID' DO NOT have to be 'children'
+			return $N.find(sel).eq(0);
+		else { // class or other selector
+			var $P = $N.children(sel).eq(0);
+			// look for the pane nested inside a 'form' element
+			return $P.length ? $P : $N.children("form:first").children(sel).eq(0);
+		}
+	}
+
+,	initPanes = function (evt) {
+		// stopPropagation if called by trigger("layoutinitpanes") - use evtPane utility 
+		evtPane(evt);
+
+		// NOTE: do north & south FIRST so we can measure their height - do center LAST
+		$.each(_c.allPanes, function (idx, pane) {
+			addPane( pane, true );
+		});
+
+		// init the pane-handles NOW in case we have to hide or close the pane below
+		initHandles();
+
+		// now that all panes have been initialized and initially-sized,
+		// make sure there is really enough space available for each pane
+		$.each(_c.borderPanes, function (i, pane) {
+			if ($Ps[pane] && state[pane].isVisible) { // pane is OPEN
+				setSizeLimits(pane);
+				makePaneFit(pane); // pane may be Closed, Hidden or Resized by makePaneFit()
+			}
+		});
+		// size center-pane AGAIN in case we 'closed' a border-pane in loop above
+		sizeMidPanes("center");
+
+		//	Chrome/Webkit sometimes fires callbacks BEFORE it completes resizing!
+		//	Before RC30.3, there was a 10ms delay here, but that caused layout 
+		//	to load asynchrously, which is BAD, so try skipping delay for now
+
+		// process pane contents and callbacks, and init/resize child-layout if exists
+		$.each(_c.allPanes, function (i, pane) {
+			var o = options[pane];
+			if ($Ps[pane]) {
+				if (state[pane].isVisible) { // pane is OPEN
+					sizeContent(pane);
+					// trigger pane.onResize if triggerEventsOnLoad = true
+					if (o.triggerEventsOnLoad)
+						_runCallbacks("onresize_end", pane);
+				else // automatic if onresize called, otherwise call it specifically
+					// resize child - IF inner-layout already exists (created before this layout)
+					resizeChildLayout(pane);
+				}
+				// init childLayout - even if pane is not visible
+				if (o.initChildLayout && o.childOptions)
+					createChildLayout(pane);
+			}
+		});
+	}
+
+	/**
+	* Add a pane to the layout - subroutine of initPanes()
+	*
+	* @see  initPanes()
+	* @param {string}	pane			The pane to process
+	* @param {boolean=}	[force=false]	Size content after init
+	*/
+,	addPane = function (pane, force) {
+		if (!force && !isInitialized()) return;
+		var
+			o		= options[pane]
+		,	s		= state[pane]
+		,	c		= _c[pane]
+		,	fx		= s.fx
+		,	dir		= c.dir
+		,	spacing	= o.spacing_open || 0
+		,	isCenter = (pane === "center")
+		,	CSS		= {}
+		,	$P		= $Ps[pane]
+		,	size, minSize, maxSize
+		;
+		// if pane-pointer already exists, remove the old one first
+		if ($P)
+			removePane( pane, false, true, false );
+		else
+			$Cs[pane] = false; // init
+
+		$P = $Ps[pane] = getPane(pane);
+		if (!$P.length) {
+			$Ps[pane] = false; // logic
+			return;
+		}
+
+		// SAVE original Pane CSS
+		if (!$P.data("layoutCSS")) {
+			var props = "position,top,left,bottom,right,width,height,overflow,zIndex,display,backgroundColor,padding,margin,border";
+			$P.data("layoutCSS", elCSS($P, props));
+		}
+
+		// create alias for pane data in Instance - initHandles will add more
+		Instance[pane] = { name: pane, pane: $Ps[pane], content: $Cs[pane], options: options[pane], state: state[pane], child: children[pane] };
+
+		// add classes, attributes & events
+		$P	.data({
+				parentLayout:	Instance		// pointer to Layout Instance
+			,	layoutPane:		Instance[pane]	// NEW pointer to pane-alias-object
+			,	layoutEdge:		pane
+			,	layoutRole:		"pane"
+			})
+			.css(c.cssReq).css("zIndex", options.zIndexes.pane_normal)
+			.css(o.applyDemoStyles ? c.cssDemo : {}) // demo styles
+			.addClass( o.paneClass +" "+ o.paneClass+"-"+pane ) // default = "ui-layout-pane ui-layout-pane-west" - may be a dupe of 'paneSelector'
+			.bind("mouseenter."+ sID, addHover )
+			.bind("mouseleave."+ sID, removeHover )
+			;
+		var paneMethods = {
+				hide:				''
+			,	show:				''
+			,	toggle:				''
+			,	close:				''
+			,	open:				''
+			,	slideOpen:			''
+			,	slideClose:			''
+			,	slideToggle:		''
+			,	size:				'sizePane'
+			,	sizePane:			'sizePane'
+			,	sizeContent:		''
+			,	sizeHandles:		''
+			,	enableClosable:		''
+			,	disableClosable:	''
+			,	enableSlideable:	''
+			,	disableSlideable:	''
+			,	enableResizable:	''
+			,	disableResizable:	''
+			,	swapPanes:			'swapPanes'
+			,	swap:				'swapPanes'
+			,	move:				'swapPanes'
+			,	removePane:			'removePane'
+			,	remove:				'removePane'
+			,	createChildLayout:	''
+			,	resizeChildLayout:	''
+			,	resizeAll:			'resizeAll'
+			,	resizeLayout:		'resizeAll'
+			}
+		,	name;
+		// loop hash and bind all methods - include layoutID namespacing
+		for (name in paneMethods) {
+			$P.bind("layoutpane"+ name.toLowerCase() +"."+ sID, Instance[ paneMethods[name] || name ]);
+		}
+
+		// see if this pane has a 'scrolling-content element'
+		initContent(pane, false); // false = do NOT sizeContent() - called later
+
+		if (!isCenter) {
+			// call _parseSize AFTER applying pane classes & styles - but before making visible (if hidden)
+			// if o.size is auto or not valid, then MEASURE the pane and use that as its 'size'
+			size	= s.size = _parseSize(pane, o.size);
+			minSize	= _parseSize(pane,o.minSize) || 1;
+			maxSize	= _parseSize(pane,o.maxSize) || 100000;
+			if (size > 0) size = max(min(size, maxSize), minSize);
+
+			// state for border-panes
+			s.isClosed  = false; // true = pane is closed
+			s.isSliding = false; // true = pane is currently open by 'sliding' over adjacent panes
+			s.isResizing= false; // true = pane is in process of being resized
+			s.isHidden	= false; // true = pane is hidden - no spacing, resizer or toggler is visible!
+
+			// array for 'pin buttons' whose classNames are auto-updated on pane-open/-close
+			if (!s.pins) s.pins = [];
+		}
+		//	states common to ALL panes
+		s.tagName	= $P[0].tagName;
+		s.edge		= pane;		// useful if pane is (or about to be) 'swapped' - easy find out where it is (or is going)
+		s.noRoom	= false;	// true = pane 'automatically' hidden due to insufficient room - will unhide automatically
+		s.isVisible	= true;		// false = pane is invisible - closed OR hidden - simplify logic
+
+		// set css-position to account for container borders & padding
+		switch (pane) {
+			case "north": 	CSS.top 	= sC.insetTop;
+							CSS.left 	= sC.insetLeft;
+							CSS.right	= sC.insetRight;
+							break;
+			case "south": 	CSS.bottom	= sC.insetBottom;
+							CSS.left 	= sC.insetLeft;
+							CSS.right 	= sC.insetRight;
+							break;
+			case "west": 	CSS.left 	= sC.insetLeft; // top, bottom & height set by sizeMidPanes()
+							break;
+			case "east": 	CSS.right 	= sC.insetRight; // ditto
+							break;
+			case "center":	// top, left, width & height set by sizeMidPanes()
+		}
+
+		if (dir === "horz") // north or south pane
+			CSS.height = cssH($P, size);
+		else if (dir === "vert") // east or west pane
+			CSS.width = cssW($P, size);
+		//else if (isCenter) {}
+
+		$P.css(CSS); // apply size -- top, bottom & height will be set by sizeMidPanes
+		if (dir != "horz") sizeMidPanes(pane, true); // true = skipCallback
+
+		// close or hide the pane if specified in settings
+		if (o.initClosed && o.closable && !o.initHidden)
+			close(pane, true, true); // true, true = force, noAnimation
+		else if (o.initHidden || o.initClosed)
+			hide(pane); // will be completely invisible - no resizer or spacing
+		else if (!s.noRoom)
+			// make the pane visible - in case was initially hidden
+			$P.css("display","block");
+		// ELSE setAsOpen() - called later by initHandles()
+
+		// RESET visibility now - pane will appear IF display:block
+		$P.css("visibility","visible");
+
+		// check option for auto-handling of pop-ups & drop-downs
+		if (o.showOverflowOnHover)
+			$P.hover( allowOverflow, resetOverflow );
+
+		// if manually adding a pane AFTER layout initialization, then...
+		if (state.initialized) {
+			initHandles( pane );
+			initHotkeys( pane );
+			resizeAll(); // will sizeContent if pane is visible
+			if (s.isVisible) { // pane is OPEN
+				if (o.triggerEventsOnLoad)
+					_runCallbacks("onresize_end", pane);
+				else // automatic if onresize called, otherwise call it specifically
+					// resize child - IF inner-layout already exists (created before this layout)
+					resizeChildLayout(pane); // a previously existing childLayout
+			}
+			if (o.initChildLayout && o.childOptions)
+				createChildLayout(pane);
+		}
+	}
+
+	/**
+	* Initialize module objects, styling, size and position for all resize bars and toggler buttons
+	*
+	* @see  _create()
+	* @param {string=}	[panes=""]	The edge(s) to process
+	*/
+,	initHandles = function (panes) {
+		panes = panes ? panes.split(",") : _c.borderPanes;
+
+		// create toggler DIVs for each pane, and set object pointers for them, eg: $R.north = north toggler DIV
+		$.each(panes, function (i, pane) {
+			var $P		= $Ps[pane];
+			$Rs[pane]	= false; // INIT
+			$Ts[pane]	= false;
+			if (!$P) return; // pane does not exist - skip
+
+			var 
+				o		= options[pane]
+			,	s		= state[pane]
+			,	c		= _c[pane]
+			,	paneId	= o.paneSelector.substr(0,1) === "#" ? o.paneSelector.substr(1) : ""
+			,	rClass	= o.resizerClass
+			,	tClass	= o.togglerClass
+			,	side	= c.side.toLowerCase()
+			,	spacing	= (s.isVisible ? o.spacing_open : o.spacing_closed)
+			,	_pane	= "-"+ pane // used for classNames
+			,	_state	= (s.isVisible ? "-open" : "-closed") // used for classNames
+			,	I		= Instance[pane]
+				// INIT RESIZER BAR
+			,	$R		= I.resizer = $Rs[pane] = $("<div></div>")
+				// INIT TOGGLER BUTTON
+			,	$T		= I.toggler = (o.closable ? $Ts[pane] = $("<div></div>") : false)
+			;
+
+			//if (s.isVisible && o.resizable) ... handled by initResizable
+			if (!s.isVisible && o.slidable)
+				$R.attr("title", o.tips.Slide).css("cursor", o.sliderCursor);
+
+			$R	// if paneSelector is an ID, then create a matching ID for the resizer, eg: "#paneLeft" => "paneLeft-resizer"
+				.attr("id", paneId ? paneId +"-resizer" : "" )
+				.data({
+					parentLayout:	Instance
+				,	layoutPane:		Instance[pane]	// NEW pointer to pane-alias-object
+				,	layoutEdge:		pane
+				,	layoutRole:		"resizer"
+				})
+				.css(_c.resizers.cssReq).css("zIndex", options.zIndexes.resizer_normal)
+				.css(o.applyDemoStyles ? _c.resizers.cssDemo : {}) // add demo styles
+				.addClass(rClass +" "+ rClass+_pane)
+				.hover(addHover, removeHover) // ALWAYS add hover-classes, even if resizing is not enabled - handle with CSS instead
+				.hover(onResizerEnter, onResizerLeave) // ALWAYS NEED resizer.mouseleave to balance toggler.mouseenter
+				.appendTo($N) // append DIV to container
+			;
+
+			if ($T) {
+				$T	// if paneSelector is an ID, then create a matching ID for the resizer, eg: "#paneLeft" => "#paneLeft-toggler"
+					.attr("id", paneId ? paneId +"-toggler" : "" )
+					.data({
+						parentLayout:	Instance
+					,	layoutPane:		Instance[pane]	// NEW pointer to pane-alias-object
+					,	layoutEdge:		pane
+					,	layoutRole:		"toggler"
+					})
+					.css(_c.togglers.cssReq) // add base/required styles
+					.css(o.applyDemoStyles ? _c.togglers.cssDemo : {}) // add demo styles
+					.addClass(tClass +" "+ tClass+_pane)
+					.hover(addHover, removeHover) // ALWAYS add hover-classes, even if toggling is not enabled - handle with CSS instead
+					.bind("mouseenter", onResizerEnter) // NEED toggler.mouseenter because mouseenter MAY NOT fire on resizer
+					.appendTo($R) // append SPAN to resizer DIV
+				;
+				// ADD INNER-SPANS TO TOGGLER
+				if (o.togglerContent_open) // ui-layout-open
+					$("<span>"+ o.togglerContent_open +"</span>")
+						.data({
+							layoutEdge:		pane
+						,	layoutRole:		"togglerContent"
+						})
+						.data("layoutRole", "togglerContent")
+						.data("layoutEdge", pane)
+						.addClass("content content-open")
+						.css("display","none")
+						.appendTo( $T )
+						//.hover( addHover, removeHover ) // use ui-layout-toggler-west-hover .content-open instead!
+					;
+				if (o.togglerContent_closed) // ui-layout-closed
+					$("<span>"+ o.togglerContent_closed +"</span>")
+						.data({
+							layoutEdge:		pane
+						,	layoutRole:		"togglerContent"
+						})
+						.addClass("content content-closed")
+						.css("display","none")
+						.appendTo( $T )
+						//.hover( addHover, removeHover ) // use ui-layout-toggler-west-hover .content-closed instead!
+					;
+				// ADD TOGGLER.click/.hover
+				enableClosable(pane);
+			}
+
+			// add Draggable events
+			initResizable(pane);
+
+			// ADD CLASSNAMES & SLIDE-BINDINGS - eg: class="resizer resizer-west resizer-open"
+			if (s.isVisible)
+				setAsOpen(pane);	// onOpen will be called, but NOT onResize
+			else {
+				setAsClosed(pane);	// onClose will be called
+				bindStartSlidingEvent(pane, true); // will enable events IF option is set
+			}
+
+		});
+
+		// SET ALL HANDLE DIMENSIONS
+		sizeHandles();
+	}
+
+
+	/**
+	* Initialize scrolling ui-layout-content div - if exists
+	*
+	* @see  initPane() - or externally after an Ajax injection
+	* @param {string}	[pane]			The pane to process
+	* @param {boolean=}	[resize=true]	Size content after init
+	*/
+,	initContent = function (pane, resize) {
+		if (!isInitialized()) return;
+		var 
+			o	= options[pane]
+		,	sel	= o.contentSelector
+		,	I	= Instance[pane]
+		,	$P	= $Ps[pane]
+		,	$C
+		;
+		if (sel) $C = I.content = $Cs[pane] = (o.findNestedContent)
+			? $P.find(sel).eq(0) // match 1-element only
+			: $P.children(sel).eq(0)
+		;
+		if ($C && $C.length) {
+			$C.data("layoutRole", "content");
+			// SAVE original Pane CSS
+			if (!$C.data("layoutCSS"))
+				$C.data("layoutCSS", elCSS($C, "height"));
+			$C.css( _c.content.cssReq );
+			if (o.applyDemoStyles) {
+				$C.css( _c.content.cssDemo ); // add padding & overflow: auto to content-div
+				$P.css( _c.content.cssDemoPane ); // REMOVE padding/scrolling from pane
+			}
+			state[pane].content = {}; // init content state
+			if (resize !== false) sizeContent(pane);
+			// sizeContent() is called AFTER init of all elements
+		}
+		else
+			I.content = $Cs[pane] = false;
+	}
+
+
+	/**
+	* Add resize-bars to all panes that specify it in options
+	* -dependancy: $.fn.resizable - will skip if not found
+	*
+	* @see  _create()
+	* @param {string=}	[panes=""]	The edge(s) to process
+	*/
+,	initResizable = function (panes) {
+		var	draggingAvailable = $.layout.plugins.draggable
+		,	side // set in start()
+		;
+		panes = panes ? panes.split(",") : _c.borderPanes;
+
+		$.each(panes, function (idx, pane) {
+			var o = options[pane];
+			if (!draggingAvailable || !$Ps[pane] || !o.resizable) {
+				o.resizable = false;
+				return true; // skip to next
+			}
+
+			var s		= state[pane]
+			,	z		= options.zIndexes
+			,	c		= _c[pane]
+			,	side	= c.dir=="horz" ? "top" : "left"
+			,	opEdge	= _c.oppositeEdge[pane]
+			,	masks	=  pane +",center,"+ opEdge + (c.dir=="horz" ? ",west,east" : "")
+			,	$P 		= $Ps[pane]
+			,	$R		= $Rs[pane]
+			,	base	= o.resizerClass
+			,	lastPos	= 0 // used when live-resizing
+			,	r, live // set in start because may change
+			//	'drag' classes are applied to the ORIGINAL resizer-bar while dragging is in process
+			,	resizerClass		= base+"-drag"				// resizer-drag
+			,	resizerPaneClass	= base+"-"+pane+"-drag"		// resizer-north-drag
+			//	'helper' class is applied to the CLONED resizer-bar while it is being dragged
+			,	helperClass			= base+"-dragging"			// resizer-dragging
+			,	helperPaneClass		= base+"-"+pane+"-dragging" // resizer-north-dragging
+			,	helperLimitClass	= base+"-dragging-limit"	// resizer-drag
+			,	helperPaneLimitClass = base+"-"+pane+"-dragging-limit"	// resizer-north-drag
+			,	helperClassesSet	= false 					// logic var
+			;
+
+			if (!s.isClosed)
+				$R.attr("title", o.tips.Resize)
+				  .css("cursor", o.resizerCursor); // n-resize, s-resize, etc
+
+			$R.draggable({
+				containment:	$N[0] // limit resizing to layout container
+			,	axis:			(c.dir=="horz" ? "y" : "x") // limit resizing to horz or vert axis
+			,	delay:			0
+			,	distance:		1
+			,	grid:			o.resizingGrid
+			//	basic format for helper - style it using class: .ui-draggable-dragging
+			,	helper:			"clone"
+			,	opacity:		o.resizerDragOpacity
+			,	addClasses:		false // avoid ui-state-disabled class when disabled
+			//,	iframeFix:		o.draggableIframeFix // TODO: consider using when bug is fixed
+			,	zIndex:			z.resizer_drag
+
+			,	start: function (e, ui) {
+					// REFRESH options & state pointers in case we used swapPanes
+					o = options[pane];
+					s = state[pane];
+					// re-read options
+					live = o.livePaneResizing;
+
+					// ondrag_start callback - will CANCEL hide if returns false
+					// TODO: dragging CANNOT be cancelled like this, so see if there is a way?
+					if (false === _runCallbacks("ondrag_start", pane)) return false;
+
+					s.isResizing	= true; // prevent pane from closing while resizing
+					timer.clear(pane+"_closeSlider"); // just in case already triggered
+
+					// SET RESIZER LIMITS - used in drag()
+					setSizeLimits(pane); // update pane/resizer state
+					r = s.resizerPosition;
+					lastPos = ui.position[ side ]
+
+					$R.addClass( resizerClass +" "+ resizerPaneClass ); // add drag classes
+					helperClassesSet = false; // reset logic var - see drag()
+
+					// DISABLE TEXT SELECTION (probably already done by resizer.mouseOver)
+					$('body').disableSelection(); 
+
+					// MASK PANES CONTAINING IFRAMES, APPLETS OR OTHER TROUBLESOME ELEMENTS
+					showMasks( masks );
+				}
+
+			,	drag: function (e, ui) {
+					if (!helperClassesSet) { // can only add classes after clone has been added to the DOM
+						//$(".ui-draggable-dragging")
+						ui.helper
+							.addClass( helperClass +" "+ helperPaneClass ) // add helper classes
+							.css({ right: "auto", bottom: "auto" })	// fix dir="rtl" issue
+							.children().css("visibility","hidden")	// hide toggler inside dragged resizer-bar
+						;
+						helperClassesSet = true;
+						// draggable bug!? RE-SET zIndex to prevent E/W resize-bar showing through N/S pane!
+						if (s.isSliding) $Ps[pane].css("zIndex", z.pane_sliding);
+					}
+					// CONTAIN RESIZER-BAR TO RESIZING LIMITS
+					var limit = 0;
+					if (ui.position[side] < r.min) {
+						ui.position[side] = r.min;
+						limit = -1;
+					}
+					else if (ui.position[side] > r.max) {
+						ui.position[side] = r.max;
+						limit = 1;
+					}
+					// ADD/REMOVE dragging-limit CLASS
+					if (limit) {
+						ui.helper.addClass( helperLimitClass +" "+ helperPaneLimitClass ); // at dragging-limit
+						window.defaultStatus = (limit>0 && pane.match(/(north|west)/)) || (limit<0 && pane.match(/(south|east)/)) ? o.tips.maxSizeWarning : o.tips.minSizeWarning;
+					}
+					else {
+						ui.helper.removeClass( helperLimitClass +" "+ helperPaneLimitClass ); // not at dragging-limit
+						window.defaultStatus = "";
+					}
+					// DYNAMICALLY RESIZE PANES IF OPTION ENABLED
+					// won't trigger unless resizer has actually moved!
+					if (live && Math.abs(ui.position[side] - lastPos) >= o.liveResizingTolerance) {
+						lastPos = ui.position[side];
+						resizePanes(e, ui, pane)
+					}
+				}
+
+			,	stop: function (e, ui) {
+					$('body').enableSelection(); // RE-ENABLE TEXT SELECTION
+					window.defaultStatus = ""; // clear 'resizing limit' message from statusbar
+					$R.removeClass( resizerClass +" "+ resizerPaneClass ); // remove drag classes from Resizer
+					s.isResizing = false;
+					resizePanes(e, ui, pane, true, masks); // true = resizingDone
+				}
+
+			});
+		});
+
+		/**
+		* resizePanes
+		*
+		* Sub-routine called from stop() - and drag() if livePaneResizing
+		*
+		* @param {!Object}		evt
+		* @param {!Object}		ui
+		* @param {string}		pane
+		* @param {boolean=}		[resizingDone=false]
+		*/
+		var resizePanes = function (evt, ui, pane, resizingDone, masks) {
+			var	dragPos	= ui.position
+			,	c		= _c[pane]
+			,	o		= options[pane]
+			,	s		= state[pane]
+			,	resizerPos
+			;
+			switch (pane) {
+				case "north":	resizerPos = dragPos.top; break;
+				case "west":	resizerPos = dragPos.left; break;
+				case "south":	resizerPos = sC.offsetHeight - dragPos.top  - o.spacing_open; break;
+				case "east":	resizerPos = sC.offsetWidth  - dragPos.left - o.spacing_open; break;
+			};
+			// remove container margin from resizer position to get the pane size
+			var newSize = resizerPos - sC["inset"+ c.side];
+
+			// Disable OR Resize Mask(s) created in drag.start
+			if (!resizingDone) {
+				// ensure we meet liveResizingTolerance criteria
+				if (Math.abs(newSize - s.size) < o.liveResizingTolerance)
+					return; // SKIP resize this time
+				// resize the pane
+				manualSizePane(pane, newSize, false, true); // true = noAnimation
+				sizeMasks(); // resize all visible masks
+			}
+			else { // resizingDone
+				// ondrag_end callback
+				if (false !== _runCallbacks("ondrag_end", pane))
+					manualSizePane(pane, newSize, false, true); // true = noAnimation
+				hideMasks(); // hide all masks, which include panes with 'content/iframe-masks'
+				if (s.isSliding && masks) // RE-SHOW only 'object-masks' so objects won't show through sliding pane
+					showMasks( masks, true ); // true = onlyForObjects
+			}
+		};
+	}
+
+	/**
+	 *	sizeMask
+	 *
+	 *	Needed to overlay a DIV over an IFRAME-pane because mask CANNOT be *inside* the pane
+	 *	Called when mask created, and during livePaneResizing
+	 */
+,	sizeMask = function () {
+		var $M		= $(this)
+		,	pane	= $M.data("layoutMask") // eg: "west"
+		,	s		= state[pane]
+		;
+		// only masks over an IFRAME-pane need manual resizing
+		if (s.tagName == "IFRAME" && s.isVisible) // no need to mask closed/hidden panes
+			$M.css({
+				top:	s.offsetTop
+			,	left:	s.offsetLeft
+			,	width:	s.outerWidth
+			,	height:	s.outerHeight
+			});
+		/* ALT Method...
+		var $P = $Ps[pane];
+		$M.css( $P.position() ).css({ width: $P[0].offsetWidth, height: $P[0].offsetHeight });
+		*/
+	}
+,	sizeMasks = function () {
+		$Ms.each( sizeMask ); // resize all 'visible' masks
+	}
+
+,	showMasks = function (panes, onlyForObjects) {
+		var a	= panes ? panes.split(",") : $.layout.config.allPanes
+		,	z	= options.zIndexes
+		,	o, s;
+		$.each(a, function(i,p){
+			s = state[p];
+			o = options[p];
+			if (s.isVisible && ( (!onlyForObjects && o.maskContents) || o.maskObjects )) {
+				getMasks(p).each(function(){
+					sizeMask.call(this);
+					this.style.zIndex = s.isSliding ? z.pane_sliding+1 : z.pane_normal+1
+					this.style.display = "block";
+				});
+			}
+		});
+	}
+
+,	hideMasks = function () {
+		// ensure no pane is resizing - could be a timing issue
+		var skip;
+		$.each( $.layout.config.borderPanes, function(i,p){
+			if (state[p].isResizing) {
+				skip = true;
+				return false; // BREAK
+			}
+		});
+		if (!skip)
+			$Ms.hide(); // hide ALL masks
+	}
+
+,	getMasks = function (pane) {
+		var $Masks	= $([])
+		,	$M, i = 0, c = $Ms.length
+		;
+		for (; i<c; i++) {
+			$M = $Ms.eq(i);
+			if ($M.data("layoutMask") === pane)
+				$Masks = $Masks.add( $M );
+		}
+		if ($Masks.length)
+			return $Masks;
+		else
+			return createMasks(pane);
+	}
+
+	/**
+	 *	createMasks
+	 *
+	 *	Generates both DIV (ALWAYS used) and IFRAME (optional) elements as masks
+	 *	An IFRAME mask is created *under* the DIV when maskObjects=true, because a DIV cannot mask an applet
+	 */
+,	createMasks = function (pane) {
+		var
+			$P		= $Ps[pane]
+		,	s		= state[pane]
+		,	o		= options[pane]
+		,	z		= options.zIndexes
+		//,	objMask	= o.maskObjects && s.tagName != "IFRAME" // check for option
+		,	$Masks	= $([])
+		,	isIframe, el, $M, css, i
+		;
+		if (!o.maskContents && !o.maskObjects) return $Masks;
+		// if o.maskObjects=true, then loop TWICE to create BOTH kinds of mask, else only create a DIV
+		for (i=0; i < (o.maskObjects ? 2 : 1); i++) {
+			isIframe = o.maskObjects && i==0;
+			el = document.createElement( isIframe ? "iframe" : "div" );
+			$M = $(el).data("layoutMask", pane); // add data to relate mask to pane
+			el.className = "ui-layout-mask ui-layout-mask-"+ pane; // for user styling
+			css = el.style;
+			// styles common to both DIVs and IFRAMES
+			css.display		= "block";
+			css.position	= "absolute";
+			if (isIframe) { // IFRAME-only props
+				el.frameborder = 0;
+				el.src		= "about:blank";
+				css.opacity	= 0;
+				css.filter	= "Alpha(Opacity='0')";
+				css.border	= 0;
+			}
+			// if pane is an IFRAME, then must mask the pane itself
+			if (s.tagName == "IFRAME") {
+				// NOTE sizing done by a subroutine so can be called during live-resizing
+				css.zIndex	= z.pane_normal+1; // 1-higher than pane
+				$N.append( el ); // append to LAYOUT CONTAINER
+			}
+			// otherwise put masks *inside the pane* to mask its contents
+			else {
+				$M.addClass("ui-layout-mask-inside-pane");
+				css.zIndex	= o.maskZindex || z.content_mask; // usually 1, but customizable
+				css.top		= 0;
+				css.left	= 0;
+				css.width	= "100%";
+				css.height	= "100%";
+				$P.append( el ); // append INSIDE pane element
+			}
+			// add to return object
+			$Masks = $Masks.add( el );
+			// add Mask to cached array so can be resized & reused
+			$Ms = $Ms.add( el );
+		}
+		return $Masks;
+	}
+
+
+	/**
+	* Destroy this layout and reset all elements
+	*
+	* @param {boolean=}	[destroyChildren=false]		Destory Child-Layouts first?
+	*/
+,	destroy = function (evt_or_destroyChildren, destroyChildren) {
+		// UNBIND layout events and remove global object
+		$(window).unbind("."+ sID);		// resize & unload
+		$(document).unbind("."+ sID);	// keyDown (hotkeys)
+
+		if (typeof evt_or_destroyChildren === "object")
+			// stopPropagation if called by trigger("layoutdestroy") - use evtPane utility 
+			evtPane(evt_or_destroyChildren);
+		else // no event, so transfer 1st param to destroyChildren param
+			destroyChildren = evt_or_destroyChildren;
+
+		// need to look for parent layout BEFORE we remove the container data, else skips a level
+		//var parentPane = Instance.hasParentLayout ? $.layout.getParentPaneInstance( $N ) : null;
+
+		// reset layout-container
+		$N	.clearQueue()
+			.removeData("layout")
+			.removeData("layoutContainer")
+			.removeClass(options.containerClass)
+			.unbind("."+ sID) // remove ALL Layout events
+		;
+
+		// remove all mask elements that have been created
+		$Ms.remove();
+
+		// loop all panes to remove layout classes, attributes and bindings
+		$.each(_c.allPanes, function (i, pane) {
+			removePane( pane, false, true, destroyChildren ); // true = skipResize
+		});
+
+		// do NOT reset container CSS if is a 'pane' (or 'content') in an outer-layout - ie, THIS layout is 'nested'
+		var css = "layoutCSS";
+		if ($N.data(css) && !$N.data("layoutRole")) // RESET CSS
+			$N.css( $N.data(css) ).removeData(css);
+
+		// for full-page layouts, also reset the <HTML> CSS
+		if (sC.tagName === "BODY" && ($N = $("html")).data(css)) // RESET <HTML> CSS
+			$N.css( $N.data(css) ).removeData(css);
+
+		// trigger plugins for this layout, if there are any
+		runPluginCallbacks( Instance, $.layout.onDestroy );
+
+		// trigger state-management and onunload callback
+		unload();
+
+		// clear the Instance of everything except for container & options (so could recreate)
+		// RE-CREATE: myLayout = myLayout.container.layout( myLayout.options );
+		for (n in Instance)
+			if (!n.match(/^(container|options)$/)) delete Instance[ n ];
+		// add a 'destroyed' flag to make it easy to check
+		Instance.destroyed = true;
+
+		// if this is a child layout, CLEAR the child-pointer in the parent
+		/* for now the pointer REMAINS, but with only container, options and destroyed keys
+		if (parentPane) {
+			var layout = parentPane.pane.data("parentLayout");
+			parentPane.child = layout.children[ parentPane.name ] = null;
+		}
+		*/
+
+		return Instance; // for coding convenience
+	}
+
+	/**
+	* Remove a pane from the layout - subroutine of destroy()
+	*
+	* @see  destroy()
+	* @param {string|Object}	evt_or_pane			The pane to process
+	* @param {boolean=}			[remove=false]		Remove the DOM element?
+	* @param {boolean=}			[skipResize=false]	Skip calling resizeAll()?
+	* @param {boolean=}			[destroyChild=true]	Destroy Child-layouts? If not passed, obeys options setting
+	*/
+,	removePane = function (evt_or_pane, remove, skipResize, destroyChild) {
+		if (!isInitialized()) return;
+		var	pane = evtPane.call(this, evt_or_pane)
+		,	$P	= $Ps[pane]
+		,	$C	= $Cs[pane]
+		,	$R	= $Rs[pane]
+		,	$T	= $Ts[pane]
+		;
+		// NOTE: elements can still exist even after remove()
+		//		so check for missing data(), which is cleared by removed()
+		if ($P && $.isEmptyObject( $P.data() )) $P = false;
+		if ($C && $.isEmptyObject( $C.data() )) $C = false;
+		if ($R && $.isEmptyObject( $R.data() )) $R = false;
+		if ($T && $.isEmptyObject( $T.data() )) $T = false;
+
+		if ($P) $P.stop(true, true);
+
+		//	check for a child layout
+		var	o	= options[pane]
+		,	s	= state[pane]
+		,	d	= "layout"
+		,	css	= "layoutCSS"
+		,	child	= children[pane] || ($P ? $P.data(d) : 0) || ($C ? $C.data(d) : 0) || null
+		,	destroy	= destroyChild !== undefined ? destroyChild : o.destroyChildLayout
+		;
+
+		// FIRST destroy the child-layout(s)
+		if (destroy && child && !child.destroyed) {
+			child.destroy(true);	// tell child-layout to destroy ALL its child-layouts too
+			if (child.destroyed)	// destroy was successful
+				child = null;		// clear pointer for logic below 
+		}
+
+		if ($P && remove && !child)
+			$P.remove();
+		else if ($P && $P[0]) {
+			//	create list of ALL pane-classes that need to be removed
+			var	root	= o.paneClass // default="ui-layout-pane"
+			,	pRoot	= root +"-"+ pane // eg: "ui-layout-pane-west"
+			,	_open	= "-open"
+			,	_sliding= "-sliding"
+			,	_closed	= "-closed"
+			,	classes	= [	root, root+_open, root+_closed, root+_sliding,		// generic classes
+							pRoot, pRoot+_open, pRoot+_closed, pRoot+_sliding ]	// pane-specific classes
+			;
+			$.merge(classes, getHoverClasses($P, true)); // ADD hover-classes
+			// remove all Layout classes from pane-element
+			$P	.removeClass( classes.join(" ") ) // remove ALL pane-classes
+				.removeData("parentLayout")
+				.removeData("layoutPane")
+				.removeData("layoutRole")
+				.removeData("layoutEdge")
+				.removeData("autoHidden")	// in case set
+				.unbind("."+ sID) // remove ALL Layout events
+				// TODO: remove these extra unbind commands when jQuery is fixed
+				//.unbind("mouseenter"+ sID)
+				//.unbind("mouseleave"+ sID)
+			;
+			// do NOT reset CSS if this pane/content is STILL the container of a nested layout!
+			// the nested layout will reset its 'container' CSS when/if it is destroyed
+			if ($C && $C.data(d)) {
+				// a content-div may not have a specific width, so give it one to contain the Layout
+				$C.width( $C.width() );
+				child.resizeAll(); // now resize the Layout
+			}
+			else if ($C)
+				$C.css( $C.data(css) ).removeData(css).removeData("layoutRole");
+			// remove pane AFTER content in case there was a nested layout
+			if (!$P.data(d))
+				$P.css( $P.data(css) ).removeData(css);
+		}
+
+		// REMOVE pane resizer and toggler elements
+		if ($T) $T.remove();
+		if ($R) $R.remove();
+
+		// CLEAR all pointers and state data
+		Instance[pane] = $Ps[pane] = $Cs[pane] = $Rs[pane] = $Ts[pane] = children[pane] = false;
+		s = { removed: true };
+
+		if (!skipResize)
+			resizeAll();
+	}
+
+
+/*
+ * ###########################
+ *	   ACTION METHODS
+ * ###########################
+ */
+
+,	_hidePane = function (pane) {
+		var $P	= $Ps[pane]
+		,	o	= options[pane]
+		,	s	= $P[0].style
+		;
+		if (o.useOffscreenClose) {
+			if (!$P.data(_c.offscreenReset))
+				$P.data(_c.offscreenReset, { left: s.left, right: s.right });
+			$P.css( _c.offscreenCSS );
+		}
+		else
+			$P.hide().removeData(_c.offscreenReset);
+	}
+
+,	_showPane = function (pane) {
+		var $P	= $Ps[pane]
+		,	o	= options[pane]
+		,	off	= _c.offscreenCSS
+		,	old	= $P.data(_c.offscreenReset)
+		,	s	= $P[0].style
+		;
+		$P	.show() // ALWAYS show, just in case
+			.removeData(_c.offscreenReset);
+		if (o.useOffscreenClose && old) {
+			if (s.left == off.left)
+				s.left = old.left;
+			if (s.right == off.right)
+				s.right = old.right;
+		}
+	}
+
+
+	/**
+	* Completely 'hides' a pane, including its spacing - as if it does not exist
+	* The pane is not actually 'removed' from the source, so can use 'show' to un-hide it
+	*
+	* @param {string|Object}	evt_or_pane			The pane being hidden, ie: north, south, east, or west
+	* @param {boolean=}			[noAnimation=false]	
+	*/
+,	hide = function (evt_or_pane, noAnimation) {
+		if (!isInitialized()) return;
+		var	pane = evtPane.call(this, evt_or_pane)
+		,	o	= options[pane]
+		,	s	= state[pane]
+		,	$P	= $Ps[pane]
+		,	$R	= $Rs[pane]
+		;
+		if (!$P || s.isHidden) return; // pane does not exist OR is already hidden
+
+		// onhide_start callback - will CANCEL hide if returns false
+		if (state.initialized && false === _runCallbacks("onhide_start", pane)) return;
+
+		s.isSliding = false; // just in case
+
+		// now hide the elements
+		if ($R) $R.hide(); // hide resizer-bar
+		if (!state.initialized || s.isClosed) {
+			s.isClosed = true; // to trigger open-animation on show()
+			s.isHidden  = true;
+			s.isVisible = false;
+			if (!state.initialized)
+				_hidePane(pane); // no animation when loading page
+			sizeMidPanes(_c[pane].dir === "horz" ? "" : "center");
+			if (state.initialized || o.triggerEventsOnLoad)
+				_runCallbacks("onhide_end", pane);
+		}
+		else {
+			s.isHiding = true; // used by onclose
+			close(pane, false, noAnimation); // adjust all panes to fit
+		}
+	}
+
+	/**
+	* Show a hidden pane - show as 'closed' by default unless openPane = true
+	*
+	* @param {string|Object}	evt_or_pane			The pane being opened, ie: north, south, east, or west
+	* @param {boolean=}			[openPane=false]
+	* @param {boolean=}			[noAnimation=false]
+	* @param {boolean=}			[noAlert=false]
+	*/
+,	show = function (evt_or_pane, openPane, noAnimation, noAlert) {
+		if (!isInitialized()) return;
+		var	pane = evtPane.call(this, evt_or_pane)
+		,	o	= options[pane]
+		,	s	= state[pane]
+		,	$P	= $Ps[pane]
+		,	$R	= $Rs[pane]
+		;
+		if (!$P || !s.isHidden) return; // pane does not exist OR is not hidden
+
+		// onshow_start callback - will CANCEL show if returns false
+		if (false === _runCallbacks("onshow_start", pane)) return;
+
+		s.isSliding = false; // just in case
+		s.isShowing = true; // used by onopen/onclose
+		//s.isHidden  = false; - will be set by open/close - if not cancelled
+
+		// now show the elements
+		//if ($R) $R.show(); - will be shown by open/close
+		if (openPane === false)
+			close(pane, true); // true = force
+		else
+			open(pane, false, noAnimation, noAlert); // adjust all panes to fit
+	}
+
+
+	/**
+	* Toggles a pane open/closed by calling either open or close
+	*
+	* @param {string|Object}	evt_or_pane		The pane being toggled, ie: north, south, east, or west
+	* @param {boolean=}			[slide=false]
+	*/
+,	toggle = function (evt_or_pane, slide) {
+		if (!isInitialized()) return;
+		var	evt		= evtObj(evt_or_pane)
+		,	pane	= evtPane.call(this, evt_or_pane)
+		,	s		= state[pane]
+		;
+		if (evt) // called from to $R.dblclick OR triggerPaneEvent
+			evt.stopImmediatePropagation();
+		if (s.isHidden)
+			show(pane); // will call 'open' after unhiding it
+		else if (s.isClosed)
+			open(pane, !!slide);
+		else
+			close(pane);
+	}
+
+
+	/**
+	* Utility method used during init or other auto-processes
+	*
+	* @param {string}	pane   The pane being closed
+	* @param {boolean=}	[setHandles=false]
+	*/
+,	_closePane = function (pane, setHandles) {
+		var
+			$P	= $Ps[pane]
+		,	s	= state[pane]
+		;
+		_hidePane(pane);
+		s.isClosed = true;
+		s.isVisible = false;
+		// UNUSED: if (setHandles) setAsClosed(pane, true); // true = force
+	}
+
+	/**
+	* Close the specified pane (animation optional), and resize all other panes as needed
+	*
+	* @param {string|Object}	evt_or_pane			The pane being closed, ie: north, south, east, or west
+	* @param {boolean=}			[force=false]
+	* @param {boolean=}			[noAnimation=false]
+	* @param {boolean=}			[skipCallback=false]
+	*/
+,	close = function (evt_or_pane, force, noAnimation, skipCallback) {
+		var	pane = evtPane.call(this, evt_or_pane);
+		// if pane has been initialized, but NOT the complete layout, close pane instantly
+		if (!state.initialized && $Ps[pane]) {
+			_closePane(pane); // INIT pane as closed
+			return;
+		}
+		if (!isInitialized()) return;
+
+		var
+			$P	= $Ps[pane]
+		,	$R	= $Rs[pane]
+		,	$T	= $Ts[pane]
+		,	o	= options[pane]
+		,	s	= state[pane]
+		,	c	= _c[pane]
+		,	doFX, isShowing, isHiding, wasSliding;
+
+		// QUEUE in case another action/animation is in progress
+		$N.queue(function( queueNext ){
+	
+			if ( !$P
+			||	(!o.closable && !s.isShowing && !s.isHiding)	// invalid request // (!o.resizable && !o.closable) ???
+			||	(!force && s.isClosed && !s.isShowing)			// already closed
+			) return queueNext();
+
+			// onclose_start callback - will CANCEL hide if returns false
+			// SKIP if just 'showing' a hidden pane as 'closed'
+			var abort = !s.isShowing && false === _runCallbacks("onclose_start", pane);
+
+			// transfer logic vars to temp vars
+			isShowing	= s.isShowing;
+			isHiding	= s.isHiding;
+			wasSliding	= s.isSliding;
+			// now clear the logic vars (REQUIRED before aborting)
+			delete s.isShowing;
+			delete s.isHiding;
+
+			if (abort) return queueNext();
+
+			doFX		= !noAnimation && !s.isClosed && (o.fxName_close != "none");
+			s.isMoving	= true;
+			s.isClosed	= true;
+			s.isVisible	= false;
+			// update isHidden BEFORE sizing panes
+			if (isHiding) s.isHidden = true;
+			else if (isShowing) s.isHidden = false;
+
+			if (s.isSliding) // pane is being closed, so UNBIND trigger events
+				bindStopSlidingEvents(pane, false); // will set isSliding=false
+			else // resize panes adjacent to this one
+				sizeMidPanes(_c[pane].dir === "horz" ? "" : "center", false); // false = NOT skipCallback
+
+			// if this pane has a resizer bar, move it NOW - before animation
+			setAsClosed(pane);
+
+			// CLOSE THE PANE
+			if (doFX) { // animate the close
+				// mask panes with objects
+				var masks = "center"+ (c.dir=="horz" ? ",west,east" : "");
+				showMasks( masks, true );	// true = ONLY mask panes with maskObjects=true
+				lockPaneForFX(pane, true);	// need to set left/top so animation will work
+				$P.hide( o.fxName_close, o.fxSettings_close, o.fxSpeed_close, function () {
+					lockPaneForFX(pane, false); // undo
+					if (s.isClosed) close_2();
+					queueNext();
+				});
+			}
+			else { // hide the pane without animation
+				_hidePane(pane);
+				close_2();
+				queueNext();
+			};
+		});
+
+		// SUBROUTINE
+		function close_2 () {
+			s.isMoving	= false;
+			bindStartSlidingEvent(pane, true); // will enable if o.slidable = true
+
+			// if opposite-pane was autoClosed, see if it can be autoOpened now
+			var altPane = _c.oppositeEdge[pane];
+			if (state[ altPane ].noRoom) {
+				setSizeLimits( altPane );
+				makePaneFit( altPane );
+			}
+
+			// hide any masks shown while closing
+			hideMasks();
+
+			if (!skipCallback && (state.initialized || o.triggerEventsOnLoad)) {
+				// onclose callback - UNLESS just 'showing' a hidden pane as 'closed'
+				if (!isShowing)	_runCallbacks("onclose_end", pane);
+				// onhide OR onshow callback
+				if (isShowing)	_runCallbacks("onshow_end", pane);
+				if (isHiding)	_runCallbacks("onhide_end", pane);
+			}
+		}
+	}
+
+	/**
+	* @param {string}	pane	The pane just closed, ie: north, south, east, or west
+	*/
+,	setAsClosed = function (pane) {
+		var
+			$P		= $Ps[pane]
+		,	$R		= $Rs[pane]
+		,	$T		= $Ts[pane]
+		,	o		= options[pane]
+		,	s		= state[pane]
+		,	side	= _c[pane].side.toLowerCase()
+		,	inset	= "inset"+ _c[pane].side
+		,	rClass	= o.resizerClass
+		,	tClass	= o.togglerClass
+		,	_pane	= "-"+ pane // used for classNames
+		,	_open	= "-open"
+		,	_sliding= "-sliding"
+		,	_closed	= "-closed"
+		;
+		$R
+			.css(side, sC[inset]) // move the resizer
+			.removeClass( rClass+_open +" "+ rClass+_pane+_open )
+			.removeClass( rClass+_sliding +" "+ rClass+_pane+_sliding )
+			.addClass( rClass+_closed +" "+ rClass+_pane+_closed )
+			.unbind("dblclick."+ sID)
+		;
+		// DISABLE 'resizing' when closed - do this BEFORE bindStartSlidingEvent?
+		if (o.resizable && $.layout.plugins.draggable)
+			$R
+				.draggable("disable")
+				.removeClass("ui-state-disabled") // do NOT apply disabled styling - not suitable here
+				.css("cursor", "default")
+				.attr("title","")
+			;
+
+		// if pane has a toggler button, adjust that too
+		if ($T) {
+			$T
+				.removeClass( tClass+_open +" "+ tClass+_pane+_open )
+				.addClass( tClass+_closed +" "+ tClass+_pane+_closed )
+				.attr("title", o.tips.Open) // may be blank
+			;
+			// toggler-content - if exists
+			$T.children(".content-open").hide();
+			$T.children(".content-closed").css("display","block");
+		}
+
+		// sync any 'pin buttons'
+		syncPinBtns(pane, false);
+
+		if (state.initialized) {
+			// resize 'length' and position togglers for adjacent panes
+			sizeHandles();
+		}
+	}
+
+	/**
+	* Open the specified pane (animation optional), and resize all other panes as needed
+	*
+	* @param {string|Object}	evt_or_pane			The pane being opened, ie: north, south, east, or west
+	* @param {boolean=}			[slide=false]
+	* @param {boolean=}			[noAnimation=false]
+	* @param {boolean=}			[noAlert=false]
+	*/
+,	open = function (evt_or_pane, slide, noAnimation, noAlert) {
+		if (!isInitialized()) return;
+		var	pane = evtPane.call(this, evt_or_pane)
+		,	$P	= $Ps[pane]
+		,	$R	= $Rs[pane]
+		,	$T	= $Ts[pane]
+		,	o	= options[pane]
+		,	s	= state[pane]
+		,	c	= _c[pane]
+		,	doFX, isShowing
+		;
+		// QUEUE in case another action/animation is in progress
+		$N.queue(function( queueNext ){
+
+			if ( !$P
+			||	(!o.resizable && !o.closable && !s.isShowing)	// invalid request
+			||	(s.isVisible && !s.isSliding)					// already open
+			) return queueNext();
+
+			// pane can ALSO be unhidden by just calling show(), so handle this scenario
+			if (s.isHidden && !s.isShowing) {
+				queueNext(); // call before show() because it needs the queue free
+				show(pane, true);
+				return;
+			}
+
+			if (o.autoResize && s.size != o.size) // resize pane to original size set in options
+				sizePane(pane, o.size, true, true, true); // true=skipCallback/forceResize/noAnimation
+			else
+				// make sure there is enough space available to open the pane
+				setSizeLimits(pane, slide);
+
+			// onopen_start callback - will CANCEL open if returns false
+			var cbReturn = _runCallbacks("onopen_start", pane);
+
+			if (cbReturn === "abort")
+				return queueNext();
+
+			// update pane-state again in case options were changed in onopen_start
+			if (cbReturn !== "NC") // NC = "No Callback"
+				setSizeLimits(pane, slide);
+
+			if (s.minSize > s.maxSize) { // INSUFFICIENT ROOM FOR PANE TO OPEN!
+				syncPinBtns(pane, false); // make sure pin-buttons are reset
+				if (!noAlert && o.tips.noRoomToOpen)
+					alert(o.tips.noRoomToOpen);
+				return queueNext(); // ABORT
+			}
+
+			if (slide) // START Sliding - will set isSliding=true
+				bindStopSlidingEvents(pane, true); // BIND trigger events to close sliding-pane
+			else if (s.isSliding) // PIN PANE (stop sliding) - open pane 'normally' instead
+				bindStopSlidingEvents(pane, false); // UNBIND trigger events - will set isSliding=false
+			else if (o.slidable)
+				bindStartSlidingEvent(pane, false); // UNBIND trigger events
+
+			s.noRoom = false; // will be reset by makePaneFit if 'noRoom'
+			makePaneFit(pane);
+
+			// transfer logic var to temp var
+			isShowing = s.isShowing;
+			// now clear the logic var
+			delete s.isShowing;
+
+			doFX		= !noAnimation && s.isClosed && (o.fxName_open != "none");
+			s.isMoving	= true;
+			s.isVisible	= true;
+			s.isClosed	= false;
+			// update isHidden BEFORE sizing panes - WHY??? Old?
+			if (isShowing) s.isHidden = false;
+
+			if (doFX) { // ANIMATE
+				// mask panes with objects
+				var masks = "center"+ (c.dir=="horz" ? ",west,east" : "");
+				if (s.isSliding) masks += ","+ _c.oppositeEdge[pane];
+				showMasks( masks, true );	// true = ONLY mask panes with maskObjects=true
+				lockPaneForFX(pane, true);	// need to set left/top so animation will work
+				$P.show( o.fxName_open, o.fxSettings_open, o.fxSpeed_open, function() {
+					lockPaneForFX(pane, false); // undo
+					if (s.isVisible) open_2(); // continue
+					queueNext();
+				});
+			}
+			else { // no animation
+				_showPane(pane);// just show pane and...
+				open_2();		// continue
+				queueNext();
+			};
+		});
+
+		// SUBROUTINE
+		function open_2 () {
+			s.isMoving	= false;
+
+			// cure iframe display issues
+			_fixIframe(pane);
+
+			// NOTE: if isSliding, then other panes are NOT 'resized'
+			if (!s.isSliding) { // resize all panes adjacent to this one
+				hideMasks(); // remove any masks shown while opening
+				sizeMidPanes(_c[pane].dir=="vert" ? "center" : "", false); // false = NOT skipCallback
+			}
+
+			// set classes, position handles and execute callbacks...
+			setAsOpen(pane);
+		};
+	
+	}
+
+	/**
+	* @param {string}	pane		The pane just opened, ie: north, south, east, or west
+	* @param {boolean=}	[skipCallback=false]
+	*/
+,	setAsOpen = function (pane, skipCallback) {
+		var 
+			$P		= $Ps[pane]
+		,	$R		= $Rs[pane]
+		,	$T		= $Ts[pane]
+		,	o		= options[pane]
+		,	s		= state[pane]
+		,	side	= _c[pane].side.toLowerCase()
+		,	inset	= "inset"+ _c[pane].side
+		,	rClass	= o.resizerClass
+		,	tClass	= o.togglerClass
+		,	_pane	= "-"+ pane // used for classNames
+		,	_open	= "-open"
+		,	_closed	= "-closed"
+		,	_sliding= "-sliding"
+		;
+		$R
+			.css(side, sC[inset] + getPaneSize(pane)) // move the resizer
+			.removeClass( rClass+_closed +" "+ rClass+_pane+_closed )
+			.addClass( rClass+_open +" "+ rClass+_pane+_open )
+		;
+		if (s.isSliding)
+			$R.addClass( rClass+_sliding +" "+ rClass+_pane+_sliding )
+		else // in case 'was sliding'
+			$R.removeClass( rClass+_sliding +" "+ rClass+_pane+_sliding )
+
+		if (o.resizerDblClickToggle)
+			$R.bind("dblclick", toggle );
+		removeHover( 0, $R ); // remove hover classes
+		if (o.resizable && $.layout.plugins.draggable)
+			$R	.draggable("enable")
+				.css("cursor", o.resizerCursor)
+				.attr("title", o.tips.Resize);
+		else if (!s.isSliding)
+			$R.css("cursor", "default"); // n-resize, s-resize, etc
+
+		// if pane also has a toggler button, adjust that too
+		if ($T) {
+			$T	.removeClass( tClass+_closed +" "+ tClass+_pane+_closed )
+				.addClass( tClass+_open +" "+ tClass+_pane+_open )
+				.attr("title", o.tips.Close); // may be blank
+			removeHover( 0, $T ); // remove hover classes
+			// toggler-content - if exists
+			$T.children(".content-closed").hide();
+			$T.children(".content-open").css("display","block");
+		}
+
+		// sync any 'pin buttons'
+		syncPinBtns(pane, !s.isSliding);
+
+		// update pane-state dimensions - BEFORE resizing content
+		$.extend(s, elDims($P));
+
+		if (state.initialized) {
+			// resize resizer & toggler sizes for all panes
+			sizeHandles();
+			// resize content every time pane opens - to be sure
+			sizeContent(pane, true); // true = remeasure headers/footers, even if 'pane.isMoving'
+		}
+
+		if (!skipCallback && (state.initialized || o.triggerEventsOnLoad) && $P.is(":visible")) {
+			// onopen callback
+			_runCallbacks("onopen_end", pane);
+			// onshow callback - TODO: should this be here?
+			if (s.isShowing) _runCallbacks("onshow_end", pane);
+
+			// ALSO call onresize because layout-size *may* have changed while pane was closed
+			if (state.initialized)
+				_runCallbacks("onresize_end", pane);
+		}
+
+		// TODO: Somehow sizePane("north") is being called after this point???
+	}
+
+
+	/**
+	* slideOpen / slideClose / slideToggle
+	*
+	* Pass-though methods for sliding
+	*/
+,	slideOpen = function (evt_or_pane) {
+		if (!isInitialized()) return;
+		var	evt		= evtObj(evt_or_pane)
+		,	pane	= evtPane.call(this, evt_or_pane)
+		,	s		= state[pane]
+		,	delay	= options[pane].slideDelay_open
+		;
+		// prevent event from triggering on NEW resizer binding created below
+		if (evt) evt.stopImmediatePropagation();
+
+		if (s.isClosed && evt && evt.type === "mouseenter" && delay > 0)
+			// trigger = mouseenter - use a delay
+			timer.set(pane+"_openSlider", open_NOW, delay);
+		else
+			open_NOW(); // will unbind events if is already open
+
+		/**
+		* SUBROUTINE for timed open
+		*/
+		function open_NOW () {
+			if (!s.isClosed) // skip if no longer closed!
+				bindStopSlidingEvents(pane, true); // BIND trigger events to close sliding-pane
+			else if (!s.isMoving)
+				open(pane, true); // true = slide - open() will handle binding
+		};
+	}
+
+,	slideClose = function (evt_or_pane) {
+		if (!isInitialized()) return;
+		var	evt		= evtObj(evt_or_pane)
+		,	pane	= evtPane.call(this, evt_or_pane)
+		,	o		= options[pane]
+		,	s		= state[pane]
+		,	delay	= s.isMoving ? 1000 : 300 // MINIMUM delay - option may override
+		;
+		if (s.isClosed || s.isResizing)
+			return; // skip if already closed OR in process of resizing
+		else if (o.slideTrigger_close === "click")
+			close_NOW(); // close immediately onClick
+		else if (o.preventQuickSlideClose && s.isMoving)
+			return; // handle Chrome quick-close on slide-open
+		else if (o.preventPrematureSlideClose && evt && $.layout.isMouseOverElem(evt, $Ps[pane]))
+			return; // handle incorrect mouseleave trigger, like when over a SELECT-list in IE
+		else if (evt) // trigger = mouseleave - use a delay
+			// 1 sec delay if 'opening', else .3 sec
+			timer.set(pane+"_closeSlider", close_NOW, max(o.slideDelay_close, delay));
+		else // called programically
+			close_NOW();
+
+		/**
+		* SUBROUTINE for timed close
+		*/
+		function close_NOW () {
+			if (s.isClosed) // skip 'close' if already closed!
+				bindStopSlidingEvents(pane, false); // UNBIND trigger events - TODO: is this needed here?
+			else if (!s.isMoving)
+				close(pane); // close will handle unbinding
+		};
+	}
+
+	/**
+	* @param {string|Object}	evt_or_pane		The pane being opened, ie: north, south, east, or west
+	*/
+,	slideToggle = function (evt_or_pane) {
+		var pane = evtPane.call(this, evt_or_pane);
+		toggle(pane, true);
+	}
+
+
+	/**
+	* Must set left/top on East/South panes so animation will work properly
+	*
+	* @param {string}	pane	The pane to lock, 'east' or 'south' - any other is ignored!
+	* @param {boolean}	doLock  true = set left/top, false = remove
+	*/
+,	lockPaneForFX = function (pane, doLock) {
+		var $P	= $Ps[pane]
+		,	s	= state[pane]
+		,	o	= options[pane]
+		,	z	= options.zIndexes
+		;
+		if (doLock) {
+			$P.css({ zIndex: z.pane_animate }); // overlay all elements during animation
+			if (pane=="south")
+				$P.css({ top: sC.insetTop + sC.innerHeight - $P.outerHeight() });
+			else if (pane=="east")
+				$P.css({ left: sC.insetLeft + sC.innerWidth - $P.outerWidth() });
+		}
+		else { // animation DONE - RESET CSS
+			// TODO: see if this can be deleted. It causes a quick-close when sliding in Chrome
+			$P.css({ zIndex: (s.isSliding ? z.pane_sliding : z.pane_normal) });
+			if (pane=="south")
+				$P.css({ top: "auto" });
+			// if pane is positioned 'off-screen', then DO NOT screw with it!
+			else if (pane=="east" && !$P.css("left").match(/\-99999/))
+				$P.css({ left: "auto" });
+			// fix anti-aliasing in IE - only needed for animations that change opacity
+			if (browser.msie && o.fxOpacityFix && o.fxName_open != "slide" && $P.css("filter") && $P.css("opacity") == 1)
+				$P[0].style.removeAttribute('filter');
+		}
+	}
+
+
+	/**
+	* Toggle sliding functionality of a specific pane on/off by adding removing 'slide open' trigger
+	*
+	* @see  open(), close()
+	* @param {string}	pane	The pane to enable/disable, 'north', 'south', etc.
+	* @param {boolean}	enable	Enable or Disable sliding?
+	*/
+,	bindStartSlidingEvent = function (pane, enable) {
+		var o		= options[pane]
+		,	$P		= $Ps[pane]
+		,	$R		= $Rs[pane]
+		,	evtName	= o.slideTrigger_open.toLowerCase()
+		;
+		if (!$R || (enable && !o.slidable)) return;
+
+		// make sure we have a valid event
+		if (evtName.match(/mouseover/))
+			evtName = o.slideTrigger_open = "mouseenter";
+		else if (!evtName.match(/(click|dblclick|mouseenter)/)) 
+			evtName = o.slideTrigger_open = "click";
+
+		$R
+			// add or remove event
+			[enable ? "bind" : "unbind"](evtName +'.'+ sID, slideOpen)
+			// set the appropriate cursor & title/tip
+			.css("cursor", enable ? o.sliderCursor : "default")
+			.attr("title", enable ? o.tips.Slide : "")
+		;
+	}
+
+	/**
+	* Add or remove 'mouseleave' events to 'slide close' when pane is 'sliding' open or closed
+	* Also increases zIndex when pane is sliding open
+	* See bindStartSlidingEvent for code to control 'slide open'
+	*
+	* @see  slideOpen(), slideClose()
+	* @param {string}	pane	The pane to process, 'north', 'south', etc.
+	* @param {boolean}	enable	Enable or Disable events?
+	*/
+,	bindStopSlidingEvents = function (pane, enable) {
+		var	o		= options[pane]
+		,	s		= state[pane]
+		,	c		= _c[pane]
+		,	z		= options.zIndexes
+		,	evtName	= o.slideTrigger_close.toLowerCase()
+		,	action	= (enable ? "bind" : "unbind")
+		,	$P		= $Ps[pane]
+		,	$R		= $Rs[pane]
+		;
+		s.isSliding = enable; // logic
+		timer.clear(pane+"_closeSlider"); // just in case
+
+		// remove 'slideOpen' event from resizer
+		// ALSO will raise the zIndex of the pane & resizer
+		if (enable) bindStartSlidingEvent(pane, false);
+
+		// RE/SET zIndex - increases when pane is sliding-open, resets to normal when not
+		$P.css("zIndex", enable ? z.pane_sliding : z.pane_normal);
+		$R.css("zIndex", enable ? z.pane_sliding+2 : z.resizer_normal); // NOTE: mask = pane_sliding+1
+
+		// make sure we have a valid event
+		if (!evtName.match(/(click|mouseleave)/))
+			evtName = o.slideTrigger_close = "mouseleave"; // also catches 'mouseout'
+
+		// add/remove slide triggers
+		$R[action](evtName, slideClose); // base event on resize
+		// need extra events for mouseleave
+		if (evtName === "mouseleave") {
+			// also close on pane.mouseleave
+			$P[action]("mouseleave."+ sID, slideClose);
+			// cancel timer when mouse moves between 'pane' and 'resizer'
+			$R[action]("mouseenter."+ sID, cancelMouseOut);
+			$P[action]("mouseenter."+ sID, cancelMouseOut);
+		}
+
+		if (!enable)
+			timer.clear(pane+"_closeSlider");
+		else if (evtName === "click" && !o.resizable) {
+			// IF pane is not resizable (which already has a cursor and tip) 
+			// then set the a cursor & title/tip on resizer when sliding
+			$R.css("cursor", enable ? o.sliderCursor : "default");
+			$R.attr("title", enable ? o.tips.Close : ""); // use Toggler-tip, eg: "Close Pane"
+		}
+
+		// SUBROUTINE for mouseleave timer clearing
+		function cancelMouseOut (evt) {
+			timer.clear(pane+"_closeSlider");
+			evt.stopPropagation();
+		}
+	}
+
+
+	/**
+	* Hides/closes a pane if there is insufficient room - reverses this when there is room again
+	* MUST have already called setSizeLimits() before calling this method
+	*
+	* @param {string}	pane					The pane being resized
+	* @param {boolean=}	[isOpening=false]		Called from onOpen?
+	* @param {boolean=}	[skipCallback=false]	Should the onresize callback be run?
+	* @param {boolean=}	[force=false]
+	*/
+,	makePaneFit = function (pane, isOpening, skipCallback, force) {
+		var
+			o	= options[pane]
+		,	s	= state[pane]
+		,	c	= _c[pane]
+		,	$P	= $Ps[pane]
+		,	$R	= $Rs[pane]
+		,	isSidePane 	= c.dir==="vert"
+		,	hasRoom		= false
+		;
+		// special handling for center & east/west panes
+		if (pane === "center" || (isSidePane && s.noVerticalRoom)) {
+			// see if there is enough room to display the pane
+			// ERROR: hasRoom = s.minHeight <= s.maxHeight && (isSidePane || s.minWidth <= s.maxWidth);
+			hasRoom = (s.maxHeight >= 0);
+			if (hasRoom && s.noRoom) { // previously hidden due to noRoom, so show now
+				_showPane(pane);
+				if ($R) $R.show();
+				s.isVisible = true;
+				s.noRoom = false;
+				if (isSidePane) s.noVerticalRoom = false;
+				_fixIframe(pane);
+			}
+			else if (!hasRoom && !s.noRoom) { // not currently hidden, so hide now
+				_hidePane(pane);
+				if ($R) $R.hide();
+				s.isVisible = false;
+				s.noRoom = true;
+			}
+		}
+
+		// see if there is enough room to fit the border-pane
+		if (pane === "center") {
+			// ignore center in this block
+		}
+		else if (s.minSize <= s.maxSize) { // pane CAN fit
+			hasRoom = true;
+			if (s.size > s.maxSize) // pane is too big - shrink it
+				sizePane(pane, s.maxSize, skipCallback, force, true); // true = noAnimation
+			else if (s.size < s.minSize) // pane is too small - enlarge it
+				sizePane(pane, s.minSize, skipCallback, force, true);
+			// need s.isVisible because new pseudoClose method keeps pane visible, but off-screen
+			else if ($R && s.isVisible && $P.is(":visible")) {
+				// make sure resizer-bar is positioned correctly
+				// handles situation where nested layout was 'hidden' when initialized
+				var	side = c.side.toLowerCase()
+				,	pos  = s.size + sC["inset"+ c.side]
+				;
+				if ($.layout.cssNum($R, side) != pos) $R.css( side, pos );
+			}
+
+			// if was previously hidden due to noRoom, then RESET because NOW there is room
+			if (s.noRoom) {
+				// s.noRoom state will be set by open or show
+				if (s.wasOpen && o.closable) {
+					if (o.autoReopen)
+						open(pane, false, true, true); // true = noAnimation, true = noAlert
+					else // leave the pane closed, so just update state
+						s.noRoom = false;
+				}
+				else
+					show(pane, s.wasOpen, true, true); // true = noAnimation, true = noAlert
+			}
+		}
+		else { // !hasRoom - pane CANNOT fit
+			if (!s.noRoom) { // pane not set as noRoom yet, so hide or close it now...
+				s.noRoom = true; // update state
+				s.wasOpen = !s.isClosed && !s.isSliding;
+				if (s.isClosed){} // SKIP
+				else if (o.closable) // 'close' if possible
+					close(pane, true, true); // true = force, true = noAnimation
+				else // 'hide' pane if cannot just be closed
+					hide(pane, true); // true = noAnimation
+			}
+		}
+	}
+
+
+	/**
+	* sizePane / manualSizePane
+	* sizePane is called only by internal methods whenever a pane needs to be resized
+	* manualSizePane is an exposed flow-through method allowing extra code when pane is 'manually resized'
+	*
+	* @param {string|Object}	evt_or_pane				The pane being resized
+	* @param {number}			size					The *desired* new size for this pane - will be validated
+	* @param {boolean=}			[skipCallback=false]	Should the onresize callback be run?
+	* @param {boolean=}			[noAnimation=false]
+	*/
+,	manualSizePane = function (evt_or_pane, size, skipCallback, noAnimation) {
+		if (!isInitialized()) return;
+		var	pane = evtPane.call(this, evt_or_pane)
+		,	o	= options[pane]
+		,	s	= state[pane]
+		//	if resizing callbacks have been delayed and resizing is now DONE, force resizing to complete...
+		,	forceResize = o.livePaneResizing && !s.isResizing
+		;
+		// ANY call to manualSizePane disables autoResize - ie, percentage sizing
+		o.autoResize = false;
+		// flow-through...
+		sizePane(pane, size, skipCallback, forceResize, noAnimation); // will animate resize if option enabled
+	}
+
+	/**
+	* @param {string|Object}	evt_or_pane				The pane being resized
+	* @param {number}			size					The *desired* new size for this pane - will be validated
+	* @param {boolean=}			[skipCallback=false]	Should the onresize callback be run?
+	* @param {boolean=}			[force=false]			Force resizing even if does not seem necessary
+	* @param {boolean=}			[noAnimation=false]
+	*/
+,	sizePane = function (evt_or_pane, size, skipCallback, force, noAnimation) {
+		if (!isInitialized()) return;
+		var	pane	= evtPane.call(this, evt_or_pane) // probably NEVER called from event?
+		,	o		= options[pane]
+		,	s		= state[pane]
+		,	$P		= $Ps[pane]
+		,	$R		= $Rs[pane]
+		,	side	= _c[pane].side.toLowerCase()
+		,	dimName	= _c[pane].sizeType.toLowerCase()
+		,	inset	= "inset"+ _c[pane].side
+		,	skipResizeWhileDragging = s.isResizing && !o.triggerEventsDuringLiveResize
+		,	doFX	= noAnimation !== true && o.animatePaneSizing
+		,	oldSize, newSize
+		;
+		// QUEUE in case another action/animation is in progress
+		$N.queue(function( queueNext ){
+			// calculate 'current' min/max sizes
+			setSizeLimits(pane); // update pane-state
+			oldSize = s.size;
+			size = _parseSize(pane, size); // handle percentages & auto
+			size = max(size, _parseSize(pane, o.minSize));
+			size = min(size, s.maxSize);
+			if (size < s.minSize) { // not enough room for pane!
+				queueNext(); // call before makePaneFit() because it needs the queue free
+				makePaneFit(pane, false, skipCallback);	// will hide or close pane
+				return;
+			}
+
+			// IF newSize is same as oldSize, then nothing to do - abort
+			if (!force && size === oldSize)
+				return queueNext();
+
+			// onresize_start callback CANNOT cancel resizing because this would break the layout!
+			if (!skipCallback && state.initialized && s.isVisible)
+				_runCallbacks("onresize_start", pane);
+
+			// resize the pane, and make sure its visible
+			newSize = cssSize(pane, size);
+
+			if (doFX && $P.is(":visible")) { // ANIMATE
+				var fx		= $.layout.effects.size[pane] || $.layout.effects.size.all
+				,	easing	= o.fxSettings_size.easing || fx.easing
+				,	z		= options.zIndexes
+				,	props	= {};
+				props[ dimName ] = newSize +'px';
+				s.isMoving = true;
+				// overlay all elements during animation
+				$P.css({ zIndex: z.pane_animate })
+				  .show().animate( props, o.fxSpeed_size, easing, function(){
+					// reset zIndex after animation
+					$P.css({ zIndex: (s.isSliding ? z.pane_sliding : z.pane_normal) });
+					s.isMoving = false;
+					sizePane_2(); // continue
+					queueNext();
+				});
+			}
+			else { // no animation
+				$P.css( dimName, newSize );	// resize pane
+				// if pane is visible, then 
+				if ($P.is(":visible"))
+					sizePane_2(); // continue
+				else {
+					// pane is NOT VISIBLE, so just update state data...
+					// when pane is *next opened*, it will have the new size
+					s.size = size;				// update state.size
+					$.extend(s, elDims($P));	// update state dimensions
+				}
+				queueNext();
+			};
+
+		});
+
+		// SUBROUTINE
+		function sizePane_2 () {
+			/*	Panes are sometimes not sized precisely in some browsers!?
+			 *	This code will resize the pane up to 3 times to nudge the pane to the correct size
+			 */
+			var	actual	= dimName==='width' ? $P.outerWidth() : $P.outerHeight()
+			,	tries	= [{
+						   	pane:		pane
+						,	count:		1
+						,	target:		size
+						,	actual:		actual
+						,	correct:	(size === actual)
+						,	attempt:	size
+						,	cssSize:	newSize
+						}]
+			,	lastTry = tries[0]
+			,	thisTry	= {}
+			,	msg		= 'Inaccurate size after resizing the '+ pane +'-pane.'
+			;
+			while ( !lastTry.correct ) {
+				thisTry = { pane: pane, count: lastTry.count+1, target: size };
+
+				if (lastTry.actual > size)
+					thisTry.attempt = max(0, lastTry.attempt - (lastTry.actual - size));
+				else // lastTry.actual < size
+					thisTry.attempt = max(0, lastTry.attempt + (size - lastTry.actual));
+
+				thisTry.cssSize = cssSize(pane, thisTry.attempt);
+				$P.css( dimName, thisTry.cssSize );
+
+				thisTry.actual	= dimName=='width' ? $P.outerWidth() : $P.outerHeight();
+				thisTry.correct	= (size === thisTry.actual);
+
+				// log attempts and alert the user of this *non-fatal error* (if showDebugMessages)
+				if ( tries.length === 1) {
+					_log(msg, false, true);
+					_log(lastTry, false, true);
+				}
+				_log(thisTry, false, true);
+				// after 4 tries, is as close as its gonna get!
+				if (tries.length > 3) break;
+
+				tries.push( thisTry );
+				lastTry = tries[ tries.length - 1 ];
+			}
+			// END TESTING CODE
+
+			// update pane-state dimensions
+			s.size	= size;
+			$.extend(s, elDims($P));
+
+			if (s.isVisible && $P.is(":visible")) {
+				// reposition the resizer-bar
+				if ($R) $R.css( side, size + sC[inset] );
+				// resize the content-div
+				sizeContent(pane);
+			}
+
+			if (!skipCallback && !skipResizeWhileDragging && state.initialized && s.isVisible)
+				_runCallbacks("onresize_end", pane);
+
+			// resize all the adjacent panes, and adjust their toggler buttons
+			// when skipCallback passed, it means the controlling method will handle 'other panes'
+			if (!skipCallback) {
+				// also no callback if live-resize is in progress and NOT triggerEventsDuringLiveResize
+				if (!s.isSliding) sizeMidPanes(_c[pane].dir=="horz" ? "" : "center", skipResizeWhileDragging, force);
+				sizeHandles();
+			}
+
+			// if opposite-pane was autoClosed, see if it can be autoOpened now
+			var altPane = _c.oppositeEdge[pane];
+			if (size < oldSize && state[ altPane ].noRoom) {
+				setSizeLimits( altPane );
+				makePaneFit( altPane, false, skipCallback );
+			}
+
+			// DEBUG - ALERT user/developer so they know there was a sizing problem
+			if (tries.length > 1)
+				_log(msg +'\nSee the Error Console for details.', true, true);
+		}
+	}
+
+	/**
+	* @see  initPanes(), sizePane(), resizeAll(), open(), close(), hide()
+	* @param {Array.<string>|string} panes					The pane(s) being resized, comma-delmited string
+	* @param {boolean=}				[skipCallback=false]	Should the onresize callback be run?
+	* @param {boolean=}				[force=false]
+	*/
+,	sizeMidPanes = function (panes, skipCallback, force) {
+		panes = (panes ? panes : "east,west,center").split(",");
+
+		$.each(panes, function (i, pane) {
+			if (!$Ps[pane]) return; // NO PANE - skip
+			var 
+				o		= options[pane]
+			,	s		= state[pane]
+			,	$P		= $Ps[pane]
+			,	$R		= $Rs[pane]
+			,	isCenter= (pane=="center")
+			,	hasRoom	= true
+			,	CSS		= {}
+			,	newCenter	= calcNewCenterPaneDims()
+			;
+			// update pane-state dimensions
+			$.extend(s, elDims($P));
+
+			if (pane === "center") {
+				if (!force && s.isVisible && newCenter.width === s.outerWidth && newCenter.height === s.outerHeight)
+					return true; // SKIP - pane already the correct size
+				// set state for makePaneFit() logic
+				$.extend(s, cssMinDims(pane), {
+					maxWidth:	newCenter.width
+				,	maxHeight:	newCenter.height
+				});
+				CSS = newCenter;
+				// convert OUTER width/height to CSS width/height 
+				CSS.width	= cssW($P, CSS.width);
+				// NEW - allow pane to extend 'below' visible area rather than hide it
+				CSS.height	= cssH($P, CSS.height);
+				hasRoom		= CSS.width >= 0 && CSS.height >= 0; // height >= 0 = ALWAYS TRUE NOW
+				// during layout init, try to shrink east/west panes to make room for center
+				if (!state.initialized && o.minWidth > s.outerWidth) {
+					var
+						reqPx	= o.minWidth - s.outerWidth
+					,	minE	= options.east.minSize || 0
+					,	minW	= options.west.minSize || 0
+					,	sizeE	= state.east.size
+					,	sizeW	= state.west.size
+					,	newE	= sizeE
+					,	newW	= sizeW
+					;
+					if (reqPx > 0 && state.east.isVisible && sizeE > minE) {
+						newE = max( sizeE-minE, sizeE-reqPx );
+						reqPx -= sizeE-newE;
+					}
+					if (reqPx > 0 && state.west.isVisible && sizeW > minW) {
+						newW = max( sizeW-minW, sizeW-reqPx );
+						reqPx -= sizeW-newW;
+					}
+					// IF we found enough extra space, then resize the border panes as calculated
+					if (reqPx === 0) {
+						if (sizeE && sizeE != minE)
+							sizePane('east', newE, true, force, true); // true = skipCallback/noAnimation - initPanes will handle when done
+						if (sizeW && sizeW != minW)
+							sizePane('west', newW, true, force, true);
+						// now start over!
+						sizeMidPanes('center', skipCallback, force);
+						return; // abort this loop
+					}
+				}
+			}
+			else { // for east and west, set only the height, which is same as center height
+				// set state.min/maxWidth/Height for makePaneFit() logic
+				if (s.isVisible && !s.noVerticalRoom)
+					$.extend(s, elDims($P), cssMinDims(pane))
+				if (!force && !s.noVerticalRoom && newCenter.height === s.outerHeight)
+					return true; // SKIP - pane already the correct size
+				// east/west have same top, bottom & height as center
+				CSS.top		= newCenter.top;
+				CSS.bottom	= newCenter.bottom;
+				// NEW - allow pane to extend 'below' visible area rather than hide it
+				CSS.height	= cssH($P, newCenter.height);
+				s.maxHeight	= CSS.height;
+				hasRoom		= (s.maxHeight >= 0); // ALWAYS TRUE NOW
+				if (!hasRoom) s.noVerticalRoom = true; // makePaneFit() logic
+			}
+
+			if (hasRoom) {
+				// resizeAll passes skipCallback because it triggers callbacks after ALL panes are resized
+				if (!skipCallback && state.initialized)
+					_runCallbacks("onresize_start", pane);
+
+				$P.css(CSS); // apply the CSS to pane
+				if (pane !== "center")
+					sizeHandles(pane); // also update resizer length
+				if (s.noRoom && !s.isClosed && !s.isHidden)
+					makePaneFit(pane); // will re-open/show auto-closed/hidden pane
+				if (s.isVisible) {
+					$.extend(s, elDims($P)); // update pane dimensions
+					if (state.initialized) sizeContent(pane); // also resize the contents, if exists
+				}
+			}
+			else if (!s.noRoom && s.isVisible) // no room for pane
+				makePaneFit(pane); // will hide or close pane
+
+			if (!s.isVisible)
+				return true; // DONE - next pane
+
+			/*
+			* Extra CSS for IE6 or IE7 in Quirks-mode - add 'width' to NORTH/SOUTH panes
+			* Normally these panes have only 'left' & 'right' positions so pane auto-sizes
+			* ALSO required when pane is an IFRAME because will NOT default to 'full width'
+			*	TODO: Can I use width:100% for a north/south iframe?
+			*	TODO: Sounds like a job for $P.outerWidth( sC.innerWidth ) SETTER METHOD
+			*/
+			if (pane === "center") { // finished processing midPanes
+				var fix = browser.isIE6 || !browser.boxModel;
+				if ($Ps.north && (fix || state.north.tagName=="IFRAME")) 
+					$Ps.north.css("width", cssW($Ps.north, sC.innerWidth));
+				if ($Ps.south && (fix || state.south.tagName=="IFRAME"))
+					$Ps.south.css("width", cssW($Ps.south, sC.innerWidth));
+			}
+
+			// resizeAll passes skipCallback because it triggers callbacks after ALL panes are resized
+			if (!skipCallback && state.initialized)
+				_runCallbacks("onresize_end", pane);
+		});
+	}
+
+
+	/**
+	* @see  window.onresize(), callbacks or custom code
+	*/
+,	resizeAll = function (evt) {
+		// stopPropagation if called by trigger("layoutdestroy") - use evtPane utility 
+		evtPane(evt);
+
+		if (!state.initialized) {
+			_initLayoutElements();
+			return; // no need to resize since we just initialized!
+		}
+		var	oldW	= sC.innerWidth
+		,	oldH	= sC.innerHeight
+		;
+		// cannot size layout when 'container' is hidden or collapsed
+		if (!$N.is(":visible") ) return;
+		$.extend(state.container, elDims( $N )); // UPDATE container dimensions
+		if (!sC.outerHeight) return;
+
+		// onresizeall_start will CANCEL resizing if returns false
+		// state.container has already been set, so user can access this info for calcuations
+		if (false === _runCallbacks("onresizeall_start")) return false;
+
+		var	// see if container is now 'smaller' than before
+			shrunkH	= (sC.innerHeight < oldH)
+		,	shrunkW	= (sC.innerWidth < oldW)
+		,	$P, o, s, dir
+		;
+		// NOTE special order for sizing: S-N-E-W
+		$.each(["south","north","east","west"], function (i, pane) {
+			if (!$Ps[pane]) return; // no pane - SKIP
+			s	= state[pane];
+			o	= options[pane];
+			dir	= _c[pane].dir;
+
+			if (o.autoResize && s.size != o.size) // resize pane to original size set in options
+				sizePane(pane, o.size, true, true, true); // true=skipCallback/forceResize/noAnimation
+			else {
+				setSizeLimits(pane);
+				makePaneFit(pane, false, true, true); // true=skipCallback/forceResize
+			}
+		});
+
+		sizeMidPanes("", true, true); // true=skipCallback, true=forceResize
+		sizeHandles(); // reposition the toggler elements
+
+		// trigger all individual pane callbacks AFTER layout has finished resizing
+		o = options; // reuse alias
+		$.each(_c.allPanes, function (i, pane) {
+			$P = $Ps[pane];
+			if (!$P) return; // SKIP
+			if (state[pane].isVisible) // undefined for non-existent panes
+				_runCallbacks("onresize_end", pane); // callback - if exists
+		});
+
+		_runCallbacks("onresizeall_end");
+		//_triggerLayoutEvent(pane, 'resizeall');
+	}
+
+	/**
+	* Whenever a pane resizes or opens that has a nested layout, trigger resizeAll
+	*
+	* @param {string|Object}	evt_or_pane		The pane just resized or opened
+	*/
+,	resizeChildLayout = function (evt_or_pane) {
+		var	pane = evtPane.call(this, evt_or_pane);
+		if (!options[pane].resizeChildLayout) return;
+		var	$P	= $Ps[pane]
+		,	$C	= $Cs[pane]
+		,	d	= "layout"
+		,	P	= Instance[pane]
+		,	L	= children[pane]
+		;
+		// user may have manually set EITHER instance pointer, so handle that
+		if (P.child && !L) {
+			// have to reverse the pointers!
+			var el = P.child.container;
+			L = children[pane] = (el ? el.data(d) : 0) || null; // set pointer _directly_ to layout instance
+		}
+
+		// if a layout-pointer exists, see if child has been destroyed
+		if (L && L.destroyed)
+			L = children[pane] = null; // clear child pointers
+		// no child layout pointer is set - see if there is a child layout NOW
+		if (!L)	L = children[pane] = $P.data(d) || ($C ? $C.data(d) : 0) || null; // set/update child pointers
+
+		// ALWAYS refresh the pane.child alias
+		P.child = children[pane];
+
+		if (L) L.resizeAll();
+	}
+
+
+	/**
+	* IF pane has a content-div, then resize all elements inside pane to fit pane-height
+	*
+	* @param {string|Object}	evt_or_panes		The pane(s) being resized
+	* @param {boolean=}			[remeasure=false]	Should the content (header/footer) be remeasured?
+	*/
+,	sizeContent = function (evt_or_panes, remeasure) {
+		if (!isInitialized()) return;
+
+		var panes = evtPane.call(this, evt_or_panes);
+		panes = panes ? panes.split(",") : _c.allPanes;
+
+		$.each(panes, function (idx, pane) {
+			var
+				$P	= $Ps[pane]
+			,	$C	= $Cs[pane]
+			,	o	= options[pane]
+			,	s	= state[pane]
+			,	m	= s.content // m = measurements
+			;
+			if (!$P || !$C || !$P.is(":visible")) return true; // NOT VISIBLE - skip
+
+			// if content-element was REMOVED, update OR remove the pointer
+			if (!$C.length) {
+				initContent(pane, false);	// false = do NOT sizeContent() - already there!
+				if (!$C) return;			// no replacement element found - pointer have been removed
+			}
+
+			// onsizecontent_start will CANCEL resizing if returns false
+			if (false === _runCallbacks("onsizecontent_start", pane)) return;
+
+			// skip re-measuring offsets if live-resizing
+			if ((!s.isMoving && !s.isResizing) || o.liveContentResizing || remeasure || m.top == undefined) {
+				_measure();
+				// if any footers are below pane-bottom, they may not measure correctly,
+				// so allow pane overflow and re-measure
+				if (m.hiddenFooters > 0 && $P.css("overflow") === "hidden") {
+					$P.css("overflow", "visible");
+					_measure(); // remeasure while overflowing
+					$P.css("overflow", "hidden");
+				}
+			}
+			// NOTE: spaceAbove/Below *includes* the pane paddingTop/Bottom, but not pane.borders
+			var newH = s.innerHeight - (m.spaceAbove - s.css.paddingTop) - (m.spaceBelow - s.css.paddingBottom);
+
+			if (!$C.is(":visible") || m.height != newH) {
+				// size the Content element to fit new pane-size - will autoHide if not enough room
+				setOuterHeight($C, newH, true); // true=autoHide
+				m.height = newH; // save new height
+			};
+
+			if (state.initialized)
+				_runCallbacks("onsizecontent_end", pane);
+
+			function _below ($E) {
+				return max(s.css.paddingBottom, (parseInt($E.css("marginBottom"), 10) || 0));
+			};
+
+			function _measure () {
+				var
+					ignore	= options[pane].contentIgnoreSelector
+				,	$Fs		= $C.nextAll().not(ignore || ':lt(0)') // not :lt(0) = ALL
+				,	$Fs_vis	= $Fs.filter(':visible')
+				,	$F		= $Fs_vis.filter(':last')
+				;
+				m = {
+					top:			$C[0].offsetTop
+				,	height:			$C.outerHeight()
+				,	numFooters:		$Fs.length
+				,	hiddenFooters:	$Fs.length - $Fs_vis.length
+				,	spaceBelow:		0 // correct if no content footer ($E)
+				}
+					m.spaceAbove	= m.top; // just for state - not used in calc
+					m.bottom		= m.top + m.height;
+				if ($F.length)
+					//spaceBelow = (LastFooter.top + LastFooter.height) [footerBottom] - Content.bottom + max(LastFooter.marginBottom, pane.paddingBotom)
+					m.spaceBelow = ($F[0].offsetTop + $F.outerHeight()) - m.bottom + _below($F);
+				else // no footer - check marginBottom on Content element itself
+					m.spaceBelow = _below($C);
+			};
+		});
+	}
+
+
+	/**
+	* Called every time a pane is opened, closed, or resized to slide the togglers to 'center' and adjust their length if necessary
+	*
+	* @see  initHandles(), open(), close(), resizeAll()
+	* @param {string|Object}	evt_or_panes		The pane(s) being resized
+	*/
+,	sizeHandles = function (evt_or_panes) {
+		var panes = evtPane.call(this, evt_or_panes)
+		panes = panes ? panes.split(",") : _c.borderPanes;
+
+		$.each(panes, function (i, pane) {
+			var 
+				o	= options[pane]
+			,	s	= state[pane]
+			,	$P	= $Ps[pane]
+			,	$R	= $Rs[pane]
+			,	$T	= $Ts[pane]
+			,	$TC
+			;
+			if (!$P || !$R) return;
+
+			var
+				dir			= _c[pane].dir
+			,	_state		= (s.isClosed ? "_closed" : "_open")
+			,	spacing		= o["spacing"+ _state]
+			,	togAlign	= o["togglerAlign"+ _state]
+			,	togLen		= o["togglerLength"+ _state]
+			,	paneLen
+			,	left
+			,	offset
+			,	CSS = {}
+			;
+
+			if (spacing === 0) {
+				$R.hide();
+				return;
+			}
+			else if (!s.noRoom && !s.isHidden) // skip if resizer was hidden for any reason
+				$R.show(); // in case was previously hidden
+
+			// Resizer Bar is ALWAYS same width/height of pane it is attached to
+			if (dir === "horz") { // north/south
+				//paneLen = $P.outerWidth(); // s.outerWidth || 
+				paneLen = sC.innerWidth; // handle offscreen-panes
+				s.resizerLength = paneLen;
+				left = $.layout.cssNum($P, "left")
+				$R.css({
+					width:	cssW($R, paneLen) // account for borders & padding
+				,	height:	cssH($R, spacing) // ditto
+				,	left:	left > -9999 ? left : sC.insetLeft // handle offscreen-panes
+				});
+			}
+			else { // east/west
+				paneLen = $P.outerHeight(); // s.outerHeight || 
+				s.resizerLength = paneLen;
+				$R.css({
+					height:	cssH($R, paneLen) // account for borders & padding
+				,	width:	cssW($R, spacing) // ditto
+				,	top:	sC.insetTop + getPaneSize("north", true) // TODO: what if no North pane?
+				//,	top:	$.layout.cssNum($Ps["center"], "top")
+				});
+			}
+
+			// remove hover classes
+			removeHover( o, $R );
+
+			if ($T) {
+				if (togLen === 0 || (s.isSliding && o.hideTogglerOnSlide)) {
+					$T.hide(); // always HIDE the toggler when 'sliding'
+					return;
+				}
+				else
+					$T.show(); // in case was previously hidden
+
+				if (!(togLen > 0) || togLen === "100%" || togLen > paneLen) {
+					togLen = paneLen;
+					offset = 0;
+				}
+				else { // calculate 'offset' based on options.PANE.togglerAlign_open/closed
+					if (isStr(togAlign)) {
+						switch (togAlign) {
+							case "top":
+							case "left":	offset = 0;
+											break;
+							case "bottom":
+							case "right":	offset = paneLen - togLen;
+											break;
+							case "middle":
+							case "center":
+							default:		offset = round((paneLen - togLen) / 2); // 'default' catches typos
+						}
+					}
+					else { // togAlign = number
+						var x = parseInt(togAlign, 10); //
+						if (togAlign >= 0) offset = x;
+						else offset = paneLen - togLen + x; // NOTE: x is negative!
+					}
+				}
+
+				if (dir === "horz") { // north/south
+					var width = cssW($T, togLen);
+					$T.css({
+						width:	width  // account for borders & padding
+					,	height:	cssH($T, spacing) // ditto
+					,	left:	offset // TODO: VERIFY that toggler  positions correctly for ALL values
+					,	top:	0
+					});
+					// CENTER the toggler content SPAN
+					$T.children(".content").each(function(){
+						$TC = $(this);
+						$TC.css("marginLeft", round((width-$TC.outerWidth())/2)); // could be negative
+					});
+				}
+				else { // east/west
+					var height = cssH($T, togLen);
+					$T.css({
+						height:	height // account for borders & padding
+					,	width:	cssW($T, spacing) // ditto
+					,	top:	offset // POSITION the toggler
+					,	left:	0
+					});
+					// CENTER the toggler content SPAN
+					$T.children(".content").each(function(){
+						$TC = $(this);
+						$TC.css("marginTop", round((height-$TC.outerHeight())/2)); // could be negative
+					});
+				}
+
+				// remove ALL hover classes
+				removeHover( 0, $T );
+			}
+
+			// DONE measuring and sizing this resizer/toggler, so can be 'hidden' now
+			if (!state.initialized && (o.initHidden || s.noRoom)) {
+				$R.hide();
+				if ($T) $T.hide();
+			}
+		});
+	}
+
+
+	/**
+	* @param {string|Object}	evt_or_pane
+	*/
+,	enableClosable = function (evt_or_pane) {
+		if (!isInitialized()) return;
+		var	pane = evtPane.call(this, evt_or_pane)
+		,	$T	= $Ts[pane]
+		,	o	= options[pane]
+		;
+		if (!$T) return;
+		o.closable = true;
+		$T	.bind("click."+ sID, function(evt){ evt.stopPropagation(); toggle(pane); })
+			.css("visibility", "visible")
+			.css("cursor", "pointer")
+			.attr("title", state[pane].isClosed ? o.tips.Open : o.tips.Close) // may be blank
+			.show();
+	}
+	/**
+	* @param {string|Object}	evt_or_pane
+	* @param {boolean=}			[hide=false]
+	*/
+,	disableClosable = function (evt_or_pane, hide) {
+		if (!isInitialized()) return;
+		var	pane = evtPane.call(this, evt_or_pane)
+		,	$T	= $Ts[pane]
+		;
+		if (!$T) return;
+		options[pane].closable = false;
+		// is closable is disable, then pane MUST be open!
+		if (state[pane].isClosed) open(pane, false, true);
+		$T	.unbind("."+ sID)
+			.css("visibility", hide ? "hidden" : "visible") // instead of hide(), which creates logic issues
+			.css("cursor", "default")
+			.attr("title", "");
+	}
+
+
+	/**
+	* @param {string|Object}	evt_or_pane
+	*/
+,	enableSlidable = function (evt_or_pane) {
+		if (!isInitialized()) return;
+		var	pane = evtPane.call(this, evt_or_pane)
+		,	$R	= $Rs[pane]
+		;
+		if (!$R || !$R.data('draggable')) return;
+		options[pane].slidable = true; 
+		if (state[pane].isClosed)
+			bindStartSlidingEvent(pane, true);
+	}
+	/**
+	* @param {string|Object}	evt_or_pane
+	*/
+,	disableSlidable = function (evt_or_pane) {
+		if (!isInitialized()) return;
+		var	pane = evtPane.call(this, evt_or_pane)
+		,	$R	= $Rs[pane]
+		;
+		if (!$R) return;
+		options[pane].slidable = false; 
+		if (state[pane].isSliding)
+			close(pane, false, true);
+		else {
+			bindStartSlidingEvent(pane, false);
+			$R	.css("cursor", "default")
+				.attr("title", "");
+			removeHover(null, $R[0]); // in case currently hovered
+		}
+	}
+
+
+	/**
+	* @param {string|Object}	evt_or_pane
+	*/
+,	enableResizable = function (evt_or_pane) {
+		if (!isInitialized()) return;
+		var	pane = evtPane.call(this, evt_or_pane)
+		,	$R	= $Rs[pane]
+		,	o	= options[pane]
+		;
+		if (!$R || !$R.data('draggable')) return;
+		o.resizable = true; 
+		$R.draggable("enable");
+		if (!state[pane].isClosed)
+			$R	.css("cursor", o.resizerCursor)
+			 	.attr("title", o.tips.Resize);
+	}
+	/**
+	* @param {string|Object}	evt_or_pane
+	*/
+,	disableResizable = function (evt_or_pane) {
+		if (!isInitialized()) return;
+		var	pane = evtPane.call(this, evt_or_pane)
+		,	$R	= $Rs[pane]
+		;
+		if (!$R || !$R.data('draggable')) return;
+		options[pane].resizable = false; 
+		$R	.draggable("disable")
+			.css("cursor", "default")
+			.attr("title", "");
+		removeHover(null, $R[0]); // in case currently hovered
+	}
+
+
+	/**
+	* Move a pane from source-side (eg, west) to target-side (eg, east)
+	* If pane exists on target-side, move that to source-side, ie, 'swap' the panes
+	*
+	* @param {string|Object}	evt_or_pane1	The pane/edge being swapped
+	* @param {string}			pane2			ditto
+	*/
+,	swapPanes = function (evt_or_pane1, pane2) {
+		if (!isInitialized()) return;
+		var pane1 = evtPane.call(this, evt_or_pane1);
+		// change state.edge NOW so callbacks can know where pane is headed...
+		state[pane1].edge = pane2;
+		state[pane2].edge = pane1;
+		// run these even if NOT state.initialized
+		if (false === _runCallbacks("onswap_start", pane1)
+		 ||	false === _runCallbacks("onswap_start", pane2)
+		) {
+			state[pane1].edge = pane1; // reset
+			state[pane2].edge = pane2;
+			return;
+		}
+
+		var
+			oPane1	= copy( pane1 )
+		,	oPane2	= copy( pane2 )
+		,	sizes	= {}
+		;
+		sizes[pane1] = oPane1 ? oPane1.state.size : 0;
+		sizes[pane2] = oPane2 ? oPane2.state.size : 0;
+
+		// clear pointers & state
+		$Ps[pane1] = false; 
+		$Ps[pane2] = false;
+		state[pane1] = {};
+		state[pane2] = {};
+		
+		// ALWAYS remove the resizer & toggler elements
+		if ($Ts[pane1]) $Ts[pane1].remove();
+		if ($Ts[pane2]) $Ts[pane2].remove();
+		if ($Rs[pane1]) $Rs[pane1].remove();
+		if ($Rs[pane2]) $Rs[pane2].remove();
+		$Rs[pane1] = $Rs[pane2] = $Ts[pane1] = $Ts[pane2] = false;
+
+		// transfer element pointers and data to NEW Layout keys
+		move( oPane1, pane2 );
+		move( oPane2, pane1 );
+
+		// cleanup objects
+		oPane1 = oPane2 = sizes = null;
+
+		// make panes 'visible' again
+		if ($Ps[pane1]) $Ps[pane1].css(_c.visible);
+		if ($Ps[pane2]) $Ps[pane2].css(_c.visible);
+
+		// fix any size discrepancies caused by swap
+		resizeAll();
+
+		// run these even if NOT state.initialized
+		_runCallbacks("onswap_end", pane1);
+		_runCallbacks("onswap_end", pane2);
+
+		return;
+
+		function copy (n) { // n = pane
+			var
+				$P	= $Ps[n]
+			,	$C	= $Cs[n]
+			;
+			return !$P ? false : {
+				pane:		n
+			,	P:			$P ? $P[0] : false
+			,	C:			$C ? $C[0] : false
+			,	state:		$.extend(true, {}, state[n])
+			,	options:	$.extend(true, {}, options[n])
+			}
+		};
+
+		function move (oPane, pane) {
+			if (!oPane) return;
+			var
+				P		= oPane.P
+			,	C		= oPane.C
+			,	oldPane = oPane.pane
+			,	c		= _c[pane]
+			,	side	= c.side.toLowerCase()
+			,	inset	= "inset"+ c.side
+			//	save pane-options that should be retained
+			,	s		= $.extend(true, {}, state[pane])
+			,	o		= options[pane]
+			//	RETAIN side-specific FX Settings - more below
+			,	fx		= { resizerCursor: o.resizerCursor }
+			,	re, size, pos
+			;
+			$.each("fxName,fxSpeed,fxSettings".split(","), function (i, k) {
+				fx[k +"_open"]  = o[k +"_open"];
+				fx[k +"_close"] = o[k +"_close"];
+				fx[k +"_size"]  = o[k +"_size"];
+			});
+
+			// update object pointers and attributes
+			$Ps[pane] = $(P)
+				.data({
+					layoutPane:		Instance[pane]	// NEW pointer to pane-alias-object
+				,	layoutEdge:		pane
+				})
+				.css(_c.hidden)
+				.css(c.cssReq)
+			;
+			$Cs[pane] = C ? $(C) : false;
+
+			// set options and state
+			options[pane]	= $.extend(true, {}, oPane.options, fx);
+			state[pane]		= $.extend(true, {}, oPane.state);
+
+			// change classNames on the pane, eg: ui-layout-pane-east ==> ui-layout-pane-west
+			re = new RegExp(o.paneClass +"-"+ oldPane, "g");
+			P.className = P.className.replace(re, o.paneClass +"-"+ pane);
+
+			// ALWAYS regenerate the resizer & toggler elements
+			initHandles(pane); // create the required resizer & toggler
+
+			// if moving to different orientation, then keep 'target' pane size
+			if (c.dir != _c[oldPane].dir) {
+				size = sizes[pane] || 0;
+				setSizeLimits(pane); // update pane-state
+				size = max(size, state[pane].minSize);
+				// use manualSizePane to disable autoResize - not useful after panes are swapped
+				manualSizePane(pane, size, true, true); // true/true = skipCallback/noAnimation
+			}
+			else // move the resizer here
+				$Rs[pane].css(side, sC[inset] + (state[pane].isVisible ? getPaneSize(pane) : 0));
+
+
+			// ADD CLASSNAMES & SLIDE-BINDINGS
+			if (oPane.state.isVisible && !s.isVisible)
+				setAsOpen(pane, true); // true = skipCallback
+			else {
+				setAsClosed(pane);
+				bindStartSlidingEvent(pane, true); // will enable events IF option is set
+			}
+
+			// DESTROY the object
+			oPane = null;
+		};
+	}
+
+
+	/**
+	* INTERNAL method to sync pin-buttons when pane is opened or closed
+	* Unpinned means the pane is 'sliding' - ie, over-top of the adjacent panes
+	*
+	* @see  open(), setAsOpen(), setAsClosed()
+	* @param {string}	pane   These are the params returned to callbacks by layout()
+	* @param {boolean}	doPin  True means set the pin 'down', False means 'up'
+	*/
+,	syncPinBtns = function (pane, doPin) {
+		if ($.layout.plugins.buttons)
+			$.each(state[pane].pins, function (i, selector) {
+				$.layout.buttons.setPinState(Instance, $(selector), pane, doPin);
+			});
+	}
+
+;	// END var DECLARATIONS
+
+	/**
+	* Capture keys when enableCursorHotkey - toggle pane if hotkey pressed
+	*
+	* @see  document.keydown()
+	*/
+	function keyDown (evt) {
+		if (!evt) return true;
+		var code = evt.keyCode;
+		if (code < 33) return true; // ignore special keys: ENTER, TAB, etc
+
+		var
+			PANE = {
+				38: "north" // Up Cursor	- $.ui.keyCode.UP
+			,	40: "south" // Down Cursor	- $.ui.keyCode.DOWN
+			,	37: "west"  // Left Cursor	- $.ui.keyCode.LEFT
+			,	39: "east"  // Right Cursor	- $.ui.keyCode.RIGHT
+			}
+		,	ALT		= evt.altKey // no worky!
+		,	SHIFT	= evt.shiftKey
+		,	CTRL	= evt.ctrlKey
+		,	CURSOR	= (CTRL && code >= 37 && code <= 40)
+		,	o, k, m, pane
+		;
+
+		if (CURSOR && options[PANE[code]].enableCursorHotkey) // valid cursor-hotkey
+			pane = PANE[code];
+		else if (CTRL || SHIFT) // check to see if this matches a custom-hotkey
+			$.each(_c.borderPanes, function (i, p) { // loop each pane to check its hotkey
+				o = options[p];
+				k = o.customHotkey;
+				m = o.customHotkeyModifier; // if missing or invalid, treated as "CTRL+SHIFT"
+				if ((SHIFT && m=="SHIFT") || (CTRL && m=="CTRL") || (CTRL && SHIFT)) { // Modifier matches
+					if (k && code === (isNaN(k) || k <= 9 ? k.toUpperCase().charCodeAt(0) : k)) { // Key matches
+						pane = p;
+						return false; // BREAK
+					}
+				}
+			});
+
+		// validate pane
+		if (!pane || !$Ps[pane] || !options[pane].closable || state[pane].isHidden)
+			return true;
+
+		toggle(pane);
+
+		evt.stopPropagation();
+		evt.returnValue = false; // CANCEL key
+		return false;
+	};
+
+
+/*
+ * ######################################
+ *	UTILITY METHODS
+ *	called externally or by initButtons
+ * ######################################
+ */
+
+	/**
+	* Change/reset a pane overflow setting & zIndex to allow popups/drop-downs to work
+	*
+	* @param {Object=}   [el]	(optional) Can also be 'bound' to a click, mouseOver, or other event
+	*/
+	function allowOverflow (el) {
+		if (!isInitialized()) return;
+		if (this && this.tagName) el = this; // BOUND to element
+		var $P;
+		if (isStr(el))
+			$P = $Ps[el];
+		else if ($(el).data("layoutRole"))
+			$P = $(el);
+		else
+			$(el).parents().each(function(){
+				if ($(this).data("layoutRole")) {
+					$P = $(this);
+					return false; // BREAK
+				}
+			});
+		if (!$P || !$P.length) return; // INVALID
+
+		var
+			pane	= $P.data("layoutEdge")
+		,	s		= state[pane]
+		;
+
+		// if pane is already raised, then reset it before doing it again!
+		// this would happen if allowOverflow is attached to BOTH the pane and an element 
+		if (s.cssSaved)
+			resetOverflow(pane); // reset previous CSS before continuing
+
+		// if pane is raised by sliding or resizing, or its closed, then abort
+		if (s.isSliding || s.isResizing || s.isClosed) {
+			s.cssSaved = false;
+			return;
+		}
+
+		var
+			newCSS	= { zIndex: (options.zIndexes.resizer_normal + 1) }
+		,	curCSS	= {}
+		,	of		= $P.css("overflow")
+		,	ofX		= $P.css("overflowX")
+		,	ofY		= $P.css("overflowY")
+		;
+		// determine which, if any, overflow settings need to be changed
+		if (of != "visible") {
+			curCSS.overflow = of;
+			newCSS.overflow = "visible";
+		}
+		if (ofX && !ofX.match(/(visible|auto)/)) {
+			curCSS.overflowX = ofX;
+			newCSS.overflowX = "visible";
+		}
+		if (ofY && !ofY.match(/(visible|auto)/)) {
+			curCSS.overflowY = ofX;
+			newCSS.overflowY = "visible";
+		}
+
+		// save the current overflow settings - even if blank!
+		s.cssSaved = curCSS;
+
+		// apply new CSS to raise zIndex and, if necessary, make overflow 'visible'
+		$P.css( newCSS );
+
+		// make sure the zIndex of all other panes is normal
+		$.each(_c.allPanes, function(i, p) {
+			if (p != pane) resetOverflow(p);
+		});
+
+	};
+	/**
+	* @param {Object=}   [el]	(optional) Can also be 'bound' to a click, mouseOver, or other event
+	*/
+	function resetOverflow (el) {
+		if (!isInitialized()) return;
+		if (this && this.tagName) el = this; // BOUND to element
+		var $P;
+		if (isStr(el))
+			$P = $Ps[el];
+		else if ($(el).data("layoutRole"))
+			$P = $(el);
+		else
+			$(el).parents().each(function(){
+				if ($(this).data("layoutRole")) {
+					$P = $(this);
+					return false; // BREAK
+				}
+			});
+		if (!$P || !$P.length) return; // INVALID
+
+		var
+			pane	= $P.data("layoutEdge")
+		,	s		= state[pane]
+		,	CSS		= s.cssSaved || {}
+		;
+		// reset the zIndex
+		if (!s.isSliding && !s.isResizing)
+			$P.css("zIndex", options.zIndexes.pane_normal);
+
+		// reset Overflow - if necessary
+		$P.css( CSS );
+
+		// clear var
+		s.cssSaved = false;
+	};
+
+/*
+ * #####################
+ * CREATE/RETURN LAYOUT
+ * #####################
+ */
+
+	// validate that container exists
+	var $N = $(this).eq(0); // FIRST matching Container element
+	if (!$N.length) {
+		return _log( options.errors.containerMissing );
+	};
+
+	// Users retrieve Instance of a layout with: $N.layout() OR $N.data("layout")
+	// return the Instance-pointer if layout has already been initialized
+	if ($N.data("layoutContainer") && $N.data("layout"))
+		return $N.data("layout"); // cached pointer
+
+	// init global vars
+	var 
+		$Ps	= {}	// Panes x5		- set in initPanes()
+	,	$Cs	= {}	// Content x5	- set in initPanes()
+	,	$Rs	= {}	// Resizers x4	- set in initHandles()
+	,	$Ts	= {}	// Togglers x4	- set in initHandles()
+	,	$Ms	= $([])	// Masks - up to 2 masks per pane (IFRAME + DIV)
+	//	aliases for code brevity
+	,	sC	= state.container // alias for easy access to 'container dimensions'
+	,	sID	= state.id // alias for unique layout ID/namespace - eg: "layout435"
+	;
+
+	// create Instance object to expose data & option Properties, and primary action Methods
+	var Instance = {
+	//	layout data
+		options:			options			// property - options hash
+	,	state:				state			// property - dimensions hash
+	//	object pointers
+	,	container:			$N				// property - object pointers for layout container
+	,	panes:				$Ps				// property - object pointers for ALL Panes: panes.north, panes.center
+	,	contents:			$Cs				// property - object pointers for ALL Content: contents.north, contents.center
+	,	resizers:			$Rs				// property - object pointers for ALL Resizers, eg: resizers.north
+	,	togglers:			$Ts				// property - object pointers for ALL Togglers, eg: togglers.north
+	//	border-pane open/close
+	,	hide:				hide			// method - ditto
+	,	show:				show			// method - ditto
+	,	toggle:				toggle			// method - pass a 'pane' ("north", "west", etc)
+	,	open:				open			// method - ditto
+	,	close:				close			// method - ditto
+	,	slideOpen:			slideOpen		// method - ditto
+	,	slideClose:			slideClose		// method - ditto
+	,	slideToggle:		slideToggle		// method - ditto
+	//	pane actions
+	,	setSizeLimits:		setSizeLimits	// method - pass a 'pane' - update state min/max data
+	,	_sizePane:			sizePane		// method -intended for user by plugins only!
+	,	sizePane:			manualSizePane	// method - pass a 'pane' AND an 'outer-size' in pixels or percent, or 'auto'
+	,	sizeContent:		sizeContent		// method - pass a 'pane'
+	,	swapPanes:			swapPanes		// method - pass TWO 'panes' - will swap them
+	,	showMasks:			showMasks		// method - pass a 'pane' OR list of panes - default = all panes with mask option set
+	,	hideMasks:			hideMasks		// method - ditto'
+	//	pane element methods
+	,	initContent:		initContent		// method - ditto
+	,	addPane:			addPane			// method - pass a 'pane'
+	,	removePane:			removePane		// method - pass a 'pane' to remove from layout, add 'true' to delete the pane-elem
+	,	createChildLayout:	createChildLayout// method - pass a 'pane' and (optional) layout-options (OVERRIDES options[pane].childOptions
+	//	special pane option setting
+	,	enableClosable:		enableClosable	// method - pass a 'pane'
+	,	disableClosable:	disableClosable	// method - ditto
+	,	enableSlidable:		enableSlidable	// method - ditto
+	,	disableSlidable:	disableSlidable	// method - ditto
+	,	enableResizable:	enableResizable	// method - ditto
+	,	disableResizable:	disableResizable// method - ditto
+	//	utility methods for panes
+	,	allowOverflow:		allowOverflow	// utility - pass calling element (this)
+	,	resetOverflow:		resetOverflow	// utility - ditto
+	//	layout control
+	,	destroy:			destroy			// method - no parameters
+	,	initPanes:			isInitialized	// method - no parameters
+	,	resizeAll:			resizeAll		// method - no parameters
+	//	callback triggering
+	,	runCallbacks:		_runCallbacks	// method - pass evtName & pane (if a pane-event), eg: trigger("onopen", "west")
+	//	alias collections of options, state and children - created in addPane and extended elsewhere
+	,	hasParentLayout:	false			// set by initContainer()
+	,	children:			children		// pointers to child-layouts, eg: Instance.children["west"]
+	,	north:				false			// alias group: { name: pane, pane: $Ps[pane], options: options[pane], state: state[pane], child: children[pane] }
+	,	south:				false			// ditto
+	,	west:				false			// ditto
+	,	east:				false			// ditto
+	,	center:				false			// ditto
+	};
+
+	// create the border layout NOW
+	if (_create() === 'cancel') // onload_start callback returned false to CANCEL layout creation
+		return null;
+	else // true OR false -- if layout-elements did NOT init (hidden or do not exist), can auto-init later
+		return Instance; // return the Instance object
+
+}
+
+
+/*	OLD versions of jQuery only set $.support.boxModel after page is loaded
+ *	so if this is IE, use support.boxModel to test for quirks-mode (ONLY IE changes boxModel).
+ */
+$(function(){
+	var b = $.layout.browser;
+	if (b.msie) b.boxModel = $.support.boxModel;
+});
+
+
+/**
+ * jquery.layout.state 1.0
+ * $Date: 2011-07-16 08:00:00 (Sat, 16 July 2011) $
+ *
+ * Copyright (c) 2010 
+ *   Kevin Dalman (http://allpro.net)
+ *
+ * Dual licensed under the GPL (http://www.gnu.org/licenses/gpl.html)
+ * and MIT (http://www.opensource.org/licenses/mit-license.php) licenses.
+ *
+ * @dependancies: UI Layout 1.3.0.rc30.1 or higher
+ * @dependancies: $.ui.cookie (above)
+ *
+ * @support: http://groups.google.com/group/jquery-ui-layout
+ */
+/*
+ *	State-management options stored in options.stateManagement, which includes a .cookie hash
+ *	Default options saves ALL KEYS for ALL PANES, ie: pane.size, pane.isClosed, pane.isHidden
+ *
+ *	// STATE/COOKIE OPTIONS
+ *	@example $(el).layout({
+				stateManagement: {
+					enabled:	true
+				,	stateKeys:	"east.size,west.size,east.isClosed,west.isClosed"
+				,	cookie:		{ name: "appLayout", path: "/" }
+				}
+			})
+ *	@example $(el).layout({ stateManagement__enabled: true }) // enable auto-state-management using cookies
+ *	@example $(el).layout({ stateManagement__cookie: { name: "appLayout", path: "/" } })
+ *	@example $(el).layout({ stateManagement__cookie__name: "appLayout", stateManagement__cookie__path: "/" })
+ *
+ *	// STATE/COOKIE METHODS
+ *	@example myLayout.saveCookie( "west.isClosed,north.size,south.isHidden", {expires: 7} );
+ *	@example myLayout.loadCookie();
+ *	@example myLayout.deleteCookie();
+ *	@example var JSON = myLayout.readState();	// CURRENT Layout State
+ *	@example var JSON = myLayout.readCookie();	// SAVED Layout State (from cookie)
+ *	@example var JSON = myLayout.state.stateData;	// LAST LOADED Layout State (cookie saved in layout.state hash)
+ *
+ *	CUSTOM STATE-MANAGEMENT (eg, saved in a database)
+ *	@example var JSON = myLayout.readState( "west.isClosed,north.size,south.isHidden" );
+ *	@example myLayout.loadState( JSON );
+ */
+
+/**
+ *	UI COOKIE UTILITY
+ *
+ *	A $.cookie OR $.ui.cookie namespace *should be standard*, but until then...
+ *	This creates $.ui.cookie so Layout does not need the cookie.jquery.js plugin
+ *	NOTE: This utility is REQUIRED by the layout.state plugin
+ *
+ *	Cookie methods in Layout are created as part of State Management 
+ */
+if (!$.ui) $.ui = {};
+$.ui.cookie = {
+
+	// cookieEnabled is not in DOM specs, but DOES works in all browsers,including IE6
+	acceptsCookies: !!navigator.cookieEnabled
+
+,	read: function (name) {
+		var
+			c		= document.cookie
+		,	cs		= c ? c.split(';') : []
+		,	pair	// loop var
+		;
+		for (var i=0, n=cs.length; i < n; i++) {
+			pair = $.trim(cs[i]).split('='); // name=value pair
+			if (pair[0] == name) // found the layout cookie
+				return decodeURIComponent(pair[1]);
+
+		}
+		return null;
+	}
+
+,	write: function (name, val, cookieOpts) {
+		var
+			params	= ''
+		,	date	= ''
+		,	clear	= false
+		,	o		= cookieOpts || {}
+		,	x		= o.expires
+		;
+		if (x && x.toUTCString)
+			date = x;
+		else if (x === null || typeof x === 'number') {
+			date = new Date();
+			if (x > 0)
+				date.setDate(date.getDate() + x);
+			else {
+				date.setFullYear(1970);
+				clear = true;
+			}
+		}
+		if (date)		params += ';expires='+ date.toUTCString();
+		if (o.path)		params += ';path='+ o.path;
+		if (o.domain)	params += ';domain='+ o.domain;
+		if (o.secure)	params += ';secure';
+		document.cookie = name +'='+ (clear ? "" : encodeURIComponent( val )) + params; // write or clear cookie
+	}
+
+,	clear: function (name) {
+		$.ui.cookie.write(name, '', {expires: -1});
+	}
+
+};
+// if cookie.jquery.js is not loaded, create an alias to replicate it
+// this may be useful to other plugins or code dependent on that plugin
+if (!$.cookie) $.cookie = function (k, v, o) {
+	var C = $.ui.cookie;
+	if (v === null)
+		C.clear(k);
+	else if (v === undefined)
+		return C.read(k);
+	else
+		C.write(k, v, o);
+};
+
+
+// tell Layout that the state plugin is available
+$.layout.plugins.stateManagement = true;
+
+//	Add State-Management options to layout.defaults
+$.layout.config.optionRootKeys.push("stateManagement");
+$.layout.defaults.stateManagement = {
+	enabled:	false	// true = enable state-management, even if not using cookies
+,	autoSave:	true	// Save a state-cookie when page exits?
+,	autoLoad:	true	// Load the state-cookie when Layout inits?
+	// List state-data to save - must be pane-specific
+,	stateKeys:	"north.size,south.size,east.size,west.size,"+
+				"north.isClosed,south.isClosed,east.isClosed,west.isClosed,"+
+				"north.isHidden,south.isHidden,east.isHidden,west.isHidden"
+,	cookie: {
+		name:	""	// If not specified, will use Layout.name, else just "Layout"
+	,	domain:	""	// blank = current domain
+	,	path:	""	// blank = current page, '/' = entire website
+	,	expires: ""	// 'days' to keep cookie - leave blank for 'session cookie'
+	,	secure:	false
+	}
+};
+// Set stateManagement as a layout-option, NOT a pane-option
+$.layout.optionsMap.layout.push("stateManagement");
+
+/*
+ *	State Management methods
+ */
+$.layout.state = {
+
+	/**
+	 * Get the current layout state and save it to a cookie
+	 *
+	 * myLayout.saveCookie( keys, cookieOpts )
+	 *
+	 * @param {Object}			inst
+	 * @param {(string|Array)=}	keys
+	 * @param {Object=}			cookieOpts
+	 */
+	saveCookie: function (inst, keys, cookieOpts) {
+		var o	= inst.options
+		,	oS	= o.stateManagement
+		,	oC	= $.extend(true, {}, oS.cookie, cookieOpts || null)
+		,	data = inst.state.stateData = inst.readState( keys || oS.stateKeys ) // read current panes-state
+		;
+		$.ui.cookie.write( oC.name || o.name || "Layout", $.layout.state.encodeJSON(data), oC );
+		return $.extend(true, {}, data); // return COPY of state.stateData data
+	}
+
+	/**
+	 * Remove the state cookie
+	 *
+	 * @param {Object}	inst
+	 */
+,	deleteCookie: function (inst) {
+		var o = inst.options;
+		$.ui.cookie.clear( o.stateManagement.cookie.name || o.name || "Layout" );
+	}
+
+	/**
+	 * Read & return data from the cookie - as JSON
+	 *
+	 * @param {Object}	inst
+	 */
+,	readCookie: function (inst) {
+		var o = inst.options;
+		var c = $.ui.cookie.read( o.stateManagement.cookie.name || o.name || "Layout" );
+		// convert cookie string back to a hash and return it
+		return c ? $.layout.state.decodeJSON(c) : {};
+	}
+
+	/**
+	 * Get data from the cookie and USE IT to loadState
+	 *
+	 * @param {Object}	inst
+	 */
+,	loadCookie: function (inst) {
+		var c = $.layout.state.readCookie(inst); // READ the cookie
+		if (c) {
+			inst.state.stateData = $.extend(true, {}, c); // SET state.stateData
+			inst.loadState(c); // LOAD the retrieved state
+		}
+		return c;
+	}
+	
+	/**
+	 * Update layout options from the cookie, if one exists
+	 *
+	 * @param {Object}		inst
+	 * @param {Object=}		stateData
+	 * @param {boolean=}	animate
+	 */
+,	loadState: function (inst, stateData, animate) {
+		stateData = $.layout.transformData( stateData ); // panes = default subkey
+		if ($.isEmptyObject( stateData )) return;
+		$.extend(true, inst.options, stateData); // update layout options
+		// if layout has already been initialized, then UPDATE layout state
+		if (inst.state.initialized) {
+			var pane, vis, o, s, h, c
+			,	noAnimate = (animate===false)
+			;
+			$.each($.layout.config.borderPanes, function (idx, pane) {
+				state = inst.state[pane];
+				o = stateData[ pane ];
+				if (typeof o != 'object') return; // no key, continue
+				s	= o.size;
+				c	= o.initClosed;
+				h	= o.initHidden;
+				vis	= state.isVisible;
+				// resize BEFORE opening
+				if (!vis)
+					inst.sizePane(pane, s, false, false);
+				if (h === true)			inst.hide(pane, noAnimate);
+				else if (c === false)	inst.open (pane, false, noAnimate);
+				else if (c === true)	inst.close(pane, false, noAnimate);
+				else if (h === false)	inst.show (pane, false, noAnimate);
+				// resize AFTER any other actions
+				if (vis)
+					inst.sizePane(pane, s, false, noAnimate); // animate resize if option passed
+			});
+		};
+	}
+
+	/**
+	 * Get the *current layout state* and return it as a hash
+	 *
+	 * @param {Object=}			inst
+	 * @param {(string|Array)=}	keys
+	 */
+,	readState: function (inst, keys) {
+		var
+			data	= {}
+		,	alt		= { isClosed: 'initClosed', isHidden: 'initHidden' }
+		,	state	= inst.state
+		,	panes	= $.layout.config.allPanes
+		,	pair, pane, key, val
+		;
+		if (!keys) keys = inst.options.stateManagement.stateKeys; // if called by user
+		if ($.isArray(keys)) keys = keys.join(",");
+		// convert keys to an array and change delimiters from '__' to '.'
+		keys = keys.replace(/__/g, ".").split(',');
+		// loop keys and create a data hash
+		for (var i=0, n=keys.length; i < n; i++) {
+			pair = keys[i].split(".");
+			pane = pair[0];
+			key  = pair[1];
+			if ($.inArray(pane, panes) < 0) continue; // bad pane!
+			val = state[ pane ][ key ];
+			if (val == undefined) continue;
+			if (key=="isClosed" && state[pane]["isSliding"])
+				val = true; // if sliding, then *really* isClosed
+			( data[pane] || (data[pane]={}) )[ alt[key] ? alt[key] : key ] = val;
+		}
+		return data;
+	}
+
+	/**
+	 *	Stringify a JSON hash so can save in a cookie or db-field
+	 */
+,	encodeJSON: function (JSON) {
+		return parse(JSON);
+		function parse (h) {
+			var D=[], i=0, k, v, t; // k = key, v = value
+			for (k in h) {
+				v = h[k];
+				t = typeof v;
+				if (t == 'string')		// STRING - add quotes
+					v = '"'+ v +'"';
+				else if (t == 'object')	// SUB-KEY - recurse into it
+					v = parse(v);
+				D[i++] = '"'+ k +'":'+ v;
+			}
+			return '{'+ D.join(',') +'}';
+		};
+	}
+
+	/**
+	 *	Convert stringified JSON back to a hash object
+	 *	@see		$.parseJSON(), adding in jQuery 1.4.1
+	 */
+,	decodeJSON: function (str) {
+		try { return $.parseJSON ? $.parseJSON(str) : window["eval"]("("+ str +")") || {}; }
+		catch (e) { return {}; }
+	}
+
+
+,	_create: function (inst) {
+		var _	= $.layout.state;
+		//	ADD State-Management plugin methods to inst
+		 $.extend( inst, {
+		//	readCookie - update options from cookie - returns hash of cookie data
+			readCookie:		function () { return _.readCookie(inst); }
+		//	deleteCookie
+		,	deleteCookie:	function () { _.deleteCookie(inst); }
+		//	saveCookie - optionally pass keys-list and cookie-options (hash)
+		,	saveCookie:		function (keys, cookieOpts) { return _.saveCookie(inst, keys, cookieOpts); }
+		//	loadCookie - readCookie and use to loadState() - returns hash of cookie data
+		,	loadCookie:		function () { return _.loadCookie(inst); }
+		//	loadState - pass a hash of state to use to update options
+		,	loadState:		function (stateData, animate) { _.loadState(inst, stateData, animate); }
+		//	readState - returns hash of current layout-state
+		,	readState:		function (keys) { return _.readState(inst, keys); }
+		//	add JSON utility methods too...
+		,	encodeJSON:		_.encodeJSON
+		,	decodeJSON:		_.decodeJSON
+		});
+
+		// init state.stateData key, even if plugin is initially disabled
+		inst.state.stateData = {};
+
+		// read and load cookie-data per options
+		var oS = inst.options.stateManagement;
+		if (oS.enabled) {
+			if (oS.autoLoad) // update the options from the cookie
+				inst.loadCookie();
+			else // don't modify options - just store cookie data in state.stateData
+				inst.state.stateData = inst.readCookie();
+		}
+	}
+
+,	_unload: function (inst) {
+		var oS = inst.options.stateManagement;
+		if (oS.enabled) {
+			if (oS.autoSave) // save a state-cookie automatically
+				inst.saveCookie();
+			else // don't save a cookie, but do store state-data in state.stateData key
+				inst.state.stateData = inst.readState();
+		}
+	}
+
+};
+
+// add state initialization method to Layout's onCreate array of functions
+$.layout.onCreate.push( $.layout.state._create );
+$.layout.onUnload.push( $.layout.state._unload );
+
+
+
+
+/**
+ * jquery.layout.buttons 1.0
+ * $Date: 2011-07-16 08:00:00 (Sat, 16 July 2011) $
+ *
+ * Copyright (c) 2010 
+ *   Kevin Dalman (http://allpro.net)
+ *
+ * Dual licensed under the GPL (http://www.gnu.org/licenses/gpl.html)
+ * and MIT (http://www.opensource.org/licenses/mit-license.php) licenses.
+ *
+ * @dependancies: UI Layout 1.3.0.rc30.1 or higher
+ *
+ * @support: http://groups.google.com/group/jquery-ui-layout
+ *
+ * Docs: [ to come ]
+ * Tips: [ to come ]
+ */
+
+// tell Layout that the state plugin is available
+$.layout.plugins.buttons = true;
+
+//	Add buttons options to layout.defaults
+$.layout.defaults.autoBindCustomButtons = false;
+// Specify autoBindCustomButtons as a layout-option, NOT a pane-option
+$.layout.optionsMap.layout.push("autoBindCustomButtons");
+
+/*
+ *	Button methods
+ */
+$.layout.buttons = {
+
+	/**
+	* Searches for .ui-layout-button-xxx elements and auto-binds them as layout-buttons
+	*
+	* @see  _create()
+	*
+	* @param  {Object}		inst	Layout Instance object
+	*/
+	init: function (inst) {
+		var pre		= "ui-layout-button-"
+		,	layout	= inst.options.name || ""
+		,	name;
+		$.each("toggle,open,close,pin,toggle-slide,open-slide".split(","), function (i, action) {
+			$.each($.layout.config.borderPanes, function (ii, pane) {
+				$("."+pre+action+"-"+pane).each(function(){
+					// if button was previously 'bound', data.layoutName was set, but is blank if layout has no 'name'
+					name = $(this).data("layoutName") || $(this).attr("layoutName");
+					if (name == undefined || name === layout)
+						inst.bindButton(this, action, pane);
+				});
+			});
+		});
+	}
+
+	/**
+	* Helper function to validate params received by addButton utilities
+	*
+	* Two classes are added to the element, based on the buttonClass...
+	* The type of button is appended to create the 2nd className:
+	*  - ui-layout-button-pin		// action btnClass
+	*  - ui-layout-button-pin-west	// action btnClass + pane
+	*  - ui-layout-button-toggle
+	*  - ui-layout-button-open
+	*  - ui-layout-button-close
+	*
+	* @param {Object}			inst		Layout Instance object
+	* @param {(string|!Object)}	selector	jQuery selector (or element) for button, eg: ".ui-layout-north .toggle-button"
+	* @param {string}   		pane 		Name of the pane the button is for: 'north', 'south', etc.
+	*
+	* @return {Array.<Object>}	If both params valid, the element matching 'selector' in a jQuery wrapper - otherwise returns null
+	*/
+,	get: function (inst, selector, pane, action) {
+		var $E	= $(selector)
+		,	o	= inst.options
+		,	err	= o.errors.addButtonError
+		;
+		if (!$E.length) { // element not found
+			$.layout.msg(err +" "+ o.errors.selector +": "+ selector, true);
+		}
+		else if ($.inArray(pane, $.layout.config.borderPanes) < 0) { // invalid 'pane' sepecified
+			$.layout.msg(err +" "+ o.errors.pane +": "+ pane, true);
+			$E = $("");  // NO BUTTON
+		}
+		else { // VALID
+			var btn = o[pane].buttonClass +"-"+ action;
+			$E	.addClass( btn +" "+ btn +"-"+ pane )
+				.data("layoutName", o.name); // add layout identifier - even if blank!
+		}
+		return $E;
+	}
+
+
+	/**
+	* NEW syntax for binding layout-buttons - will eventually replace addToggle, addOpen, etc.
+	*
+	* @param {Object}			inst		Layout Instance object
+	* @param {(string|!Object)}	selector	jQuery selector (or element) for button, eg: ".ui-layout-north .toggle-button"
+	* @param {string}			action
+	* @param {string}			pane
+	*/
+,	bind: function (inst, selector, action, pane) {
+		var _ = $.layout.buttons;
+		switch (action.toLowerCase()) {
+			case "toggle":			_.addToggle	(inst, selector, pane); break;	
+			case "open":			_.addOpen	(inst, selector, pane); break;
+			case "close":			_.addClose	(inst, selector, pane); break;
+			case "pin":				_.addPin	(inst, selector, pane); break;
+			case "toggle-slide":	_.addToggle	(inst, selector, pane, true); break;	
+			case "open-slide":		_.addOpen	(inst, selector, pane, true); break;
+		}
+		return inst;
+	}
+
+	/**
+	* Add a custom Toggler button for a pane
+	*
+	* @param {Object}			inst		Layout Instance object
+	* @param {(string|!Object)}	selector	jQuery selector (or element) for button, eg: ".ui-layout-north .toggle-button"
+	* @param {string}  			pane 		Name of the pane the button is for: 'north', 'south', etc.
+	* @param {boolean=}			slide 		true = slide-open, false = pin-open
+	*/
+,	addToggle: function (inst, selector, pane, slide) {
+		$.layout.buttons.get(inst, selector, pane, "toggle")
+			.click(function(evt){
+				inst.toggle(pane, !!slide);
+				evt.stopPropagation();
+			});
+		return inst;
+	}
+
+	/**
+	* Add a custom Open button for a pane
+	*
+	* @param {Object}			inst		Layout Instance object
+	* @param {(string|!Object)}	selector	jQuery selector (or element) for button, eg: ".ui-layout-north .toggle-button"
+	* @param {string}			pane 		Name of the pane the button is for: 'north', 'south', etc.
+	* @param {boolean=}			slide 		true = slide-open, false = pin-open
+	*/
+,	addOpen: function (inst, selector, pane, slide) {
+		$.layout.buttons.get(inst, selector, pane, "open")
+			.attr("title", inst.options[pane].tips.Open)
+			.click(function (evt) {
+				inst.open(pane, !!slide);
+				evt.stopPropagation();
+			});
+		return inst;
+	}
+
+	/**
+	* Add a custom Close button for a pane
+	*
+	* @param {Object}			inst		Layout Instance object
+	* @param {(string|!Object)}	selector	jQuery selector (or element) for button, eg: ".ui-layout-north .toggle-button"
+	* @param {string}   		pane 		Name of the pane the button is for: 'north', 'south', etc.
+	*/
+,	addClose: function (inst, selector, pane) {
+		$.layout.buttons.get(inst, selector, pane, "close")
+			.attr("title", inst.options[pane].tips.Close)
+			.click(function (evt) {
+				inst.close(pane);
+				evt.stopPropagation();
+			});
+		return inst;
+	}
+
+	/**
+	* Add a custom Pin button for a pane
+	*
+	* Four classes are added to the element, based on the paneClass for the associated pane...
+	* Assuming the default paneClass and the pin is 'up', these classes are added for a west-pane pin:
+	*  - ui-layout-pane-pin
+	*  - ui-layout-pane-west-pin
+	*  - ui-layout-pane-pin-up
+	*  - ui-layout-pane-west-pin-up
+	*
+	* @param {Object}			inst		Layout Instance object
+	* @param {(string|!Object)}	selector	jQuery selector (or element) for button, eg: ".ui-layout-north .toggle-button"
+	* @param {string}   		pane 		Name of the pane the pin is for: 'north', 'south', etc.
+	*/
+,	addPin: function (inst, selector, pane) {
+		var	_	= $.layout.buttons
+		,	$E	= _.get(inst, selector, pane, "pin");
+		if ($E.length) {
+			var s = inst.state[pane];
+			$E.click(function (evt) {
+				_.setPinState(inst, $(this), pane, (s.isSliding || s.isClosed));
+				if (s.isSliding || s.isClosed) inst.open( pane ); // change from sliding to open
+				else inst.close( pane ); // slide-closed
+				evt.stopPropagation();
+			});
+			// add up/down pin attributes and classes
+			_.setPinState(inst, $E, pane, (!s.isClosed && !s.isSliding));
+			// add this pin to the pane data so we can 'sync it' automatically
+			// PANE.pins key is an array so we can store multiple pins for each pane
+			s.pins.push( selector ); // just save the selector string
+		}
+		return inst;
+	}
+
+	/**
+	* Change the class of the pin button to make it look 'up' or 'down'
+	*
+	* @see  addPin(), syncPins()
+	*
+	* @param {Object}			inst	Layout Instance object
+	* @param {Array.<Object>}	$Pin	The pin-span element in a jQuery wrapper
+	* @param {string}			pane	These are the params returned to callbacks by layout()
+	* @param {boolean}			doPin	true = set the pin 'down', false = set it 'up'
+	*/
+,	setPinState: function (inst, $Pin, pane, doPin) {
+		var updown = $Pin.attr("pin");
+		if (updown && doPin === (updown=="down")) return; // already in correct state
+		var
+			o		= inst.options[pane]
+		,	pin		= o.buttonClass +"-pin"
+		,	side	= pin +"-"+ pane
+		,	UP		= pin +"-up "+	side +"-up"
+		,	DN		= pin +"-down "+side +"-down"
+		;
+		$Pin
+			.attr("pin", doPin ? "down" : "up") // logic
+			.attr("title", doPin ? o.tips.Unpin : o.tips.Pin)
+			.removeClass( doPin ? UP : DN ) 
+			.addClass( doPin ? DN : UP ) 
+		;
+	}
+
+	/**
+	* INTERNAL function to sync 'pin buttons' when pane is opened or closed
+	* Unpinned means the pane is 'sliding' - ie, over-top of the adjacent panes
+	*
+	* @see  open(), close()
+	*
+	* @param {Object}			inst	Layout Instance object
+	* @param {string}	pane	These are the params returned to callbacks by layout()
+	* @param {boolean}	doPin	True means set the pin 'down', False means 'up'
+	*/
+,	syncPinBtns: function (inst, pane, doPin) {
+		// REAL METHOD IS _INSIDE_ LAYOUT - THIS IS HERE JUST FOR REFERENCE
+		$.each(inst.state[pane].pins, function (i, selector) {
+			$.layout.buttons.setPinState(inst, $(selector), pane, doPin);
+		});
+	}
+
+
+,	_load: function (inst) {
+		var	_	= $.layout.buttons;
+		// ADD Button methods to Layout Instance
+		// Note: sel = jQuery Selector string
+		$.extend( inst, {
+			bindButton:		function (sel, action, pane) { return _.bind(inst, sel, action, pane); }
+		//	DEPRECATED METHODS
+		,	addToggleBtn:	function (sel, pane, slide) { return _.addToggle(inst, sel, pane, slide); }
+		,	addOpenBtn:		function (sel, pane, slide) { return _.addOpen(inst, sel, pane, slide); }
+		,	addCloseBtn:	function (sel, pane) { return _.addClose(inst, sel, pane); }
+		,	addPinBtn:		function (sel, pane) { return _.addPin(inst, sel, pane); }
+		});
+
+		// init state array to hold pin-buttons
+		for (var i=0; i<4; i++) {
+			var pane = $.layout.config.borderPanes[i];
+			inst.state[pane].pins = [];
+		}
+
+		// auto-init buttons onLoad if option is enabled
+		if ( inst.options.autoBindCustomButtons )
+			_.init(inst);
+	}
+
+,	_unload: function (inst) {
+		// TODO: unbind all buttons???
+	}
+
+};
+
+// add initialization method to Layout's onLoad array of functions
+$.layout.onLoad.push(  $.layout.buttons._load );
+//$.layout.onUnload.push( $.layout.buttons._unload );
+
+
+
+/**
+ * jquery.layout.browserZoom 1.0
+ * $Date: 2011-12-29 08:00:00 (Thu, 29 Dec 2011) $
+ *
+ * Copyright (c) 2012 
+ *   Kevin Dalman (http://allpro.net)
+ *
+ * Dual licensed under the GPL (http://www.gnu.org/licenses/gpl.html)
+ * and MIT (http://www.opensource.org/licenses/mit-license.php) licenses.
+ *
+ * @dependancies: UI Layout 1.3.0.rc30.1 or higher
+ *
+ * @support: http://groups.google.com/group/jquery-ui-layout
+ *
+ * @todo: Extend logic to handle other problematic zooming in browsers
+ * @todo: Add hotkey/mousewheel bindings to _instantly_ respond to these zoom event
+ */
+
+// tell Layout that the plugin is available
+$.layout.plugins.browserZoom = true;
+
+$.layout.defaults.browserZoomCheckInterval = 1000;
+$.layout.optionsMap.layout.push("browserZoomCheckInterval");
+
+/*
+ *	browserZoom methods
+ */
+$.layout.browserZoom = {
+
+	_init: function (inst) {
+		// abort if browser does not need this check
+		if ($.layout.browserZoom.ratio() !== false)
+			$.layout.browserZoom._setTimer(inst);
+	}
+
+,	_setTimer: function (inst) {
+		// abort if layout destroyed or browser does not need this check
+		if (inst.destroyed) return;
+		var o	= inst.options
+		,	s	= inst.state
+		//	don't need check if inst has parentLayout, but check occassionally in case parent destroyed!
+		//	MINIMUM 100ms interval, for performance
+		,	ms	= inst.hasParentLayout ?  5000 : Math.max( o.browserZoomCheckInterval, 100 )
+		;
+		// set the timer
+		setTimeout(function(){
+			if (inst.destroyed || !o.resizeWithWindow) return;
+			var d = $.layout.browserZoom.ratio();
+			if (d !== s.browserZoom) {
+				s.browserZoom = d;
+				inst.resizeAll();
+			}
+			// set a NEW timeout
+			$.layout.browserZoom._setTimer(inst);
+		}
+		,	ms );
+	}
+
+,	ratio: function () {
+		var w	= window
+		,	s	= screen
+		,	d	= document
+		,	dE	= d.documentElement || d.body
+		,	b	= $.layout.browser
+		,	v	= b.version
+		,	r, sW, cW
+		;
+		// we can ignore all browsers that fire window.resize event onZoom
+		if ((b.msie && v > 8)
+		||	!b.msie
+		) return false; // don't need to track zoom
+
+		if (s.deviceXDPI)
+			return calc(s.deviceXDPI, s.systemXDPI);
+		// everything below is just for future reference!
+		if (b.webkit && (r = d.body.getBoundingClientRect))
+			return calc((r.left - r.right), d.body.offsetWidth);
+		if (b.webkit && (sW = w.outerWidth))
+			return calc(sW, w.innerWidth);
+		if ((sW = s.width) && (cW = dE.clientWidth))
+			return calc(sW, cW);
+		return false; // no match, so cannot - or don't need to - track zoom
+
+		function calc (x,y) { return (parseInt(x,10) / parseInt(y,10) * 100).toFixed(); }
+	}
+
+};
+// add initialization method to Layout's onLoad array of functions
+$.layout.onReady.push( $.layout.browserZoom._init );
+
+
+
+})( jQuery );
diff --git a/docs/api/lib/modernizr.custom.js b/docs/api/lib/modernizr.custom.js
new file mode 100644
index 00000000000000..4688d633fe15b2
--- /dev/null
+++ b/docs/api/lib/modernizr.custom.js
@@ -0,0 +1,4 @@
+/* Modernizr 2.5.3 (Custom Build) | MIT & BSD
+ * Build: http://www.modernizr.com/download/#-inlinesvg
+ */
+;window.Modernizr=function(a,b,c){function u(a){i.cssText=a}function v(a,b){return u(prefixes.join(a+";")+(b||""))}function w(a,b){return typeof a===b}function x(a,b){return!!~(""+a).indexOf(b)}function y(a,b,d){for(var e in a){var f=b[a[e]];if(f!==c)return d===!1?a[e]:w(f,"function")?f.bind(d||b):f}return!1}var d="2.5.3",e={},f=b.documentElement,g="modernizr",h=b.createElement(g),i=h.style,j,k={}.toString,l={svg:"http://www.w3.org/2000/svg"},m={},n={},o={},p=[],q=p.slice,r,s={}.hasOwnProperty,t;!w(s,"undefined")&&!w(s.call,"undefined")?t=function(a,b){return s.call(a,b)}:t=function(a,b){return b in a&&w(a.constructor.prototype[b],"undefined")},Function.prototype.bind||(Function.prototype.bind=function(b){var c=this;if(typeof c!="function")throw new TypeError;var d=q.call(arguments,1),e=function(){if(this instanceof e){var a=function(){};a.prototype=c.prototype;var f=new a,g=c.apply(f,d.concat(q.call(arguments)));return Object(g)===g?g:f}return c.apply(b,d.concat(q.call(arguments)))};return e}),m.inlinesvg=function(){var a=b.createElement("div");return a.innerHTML="<svg/>",(a.firstChild&&a.firstChild.namespaceURI)==l.svg};for(var z in m)t(m,z)&&(r=z.toLowerCase(),e[r]=m[z](),p.push((e[r]?"":"no-")+r));return u(""),h=j=null,e._version=d,e}(this,this.document);
\ No newline at end of file
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diff --git a/docs/api/lib/object_to_trait_big.png b/docs/api/lib/object_to_trait_big.png
new file mode 100644
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diff --git a/docs/api/lib/object_to_type_big.png b/docs/api/lib/object_to_type_big.png
new file mode 100644
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diff --git a/docs/api/lib/scheduler.js b/docs/api/lib/scheduler.js
new file mode 100644
index 00000000000000..4417f5b4385729
--- /dev/null
+++ b/docs/api/lib/scheduler.js
@@ -0,0 +1,71 @@
+// © 2010 EPFL/LAMP
+// code by Gilles Dubochet
+
+function Scheduler() {
+    var scheduler = this;
+    var resolution = 0;
+    this.timeout = undefined;
+    this.queues = new Array(0); // an array of work pacakges indexed by index in the labels table.
+    this.labels = new Array(0); // an indexed array of labels indexed by priority. This should be short.
+    this.label = function(name, priority) {
+        this.name = name;
+        this.priority = priority;
+    }
+    this.work = function(fn, self, args) {
+        this.fn = fn;
+        this.self = self;
+        this.args = args;
+    }
+    this.addLabel = function(name, priority) {
+        var idx = 0;
+        while (idx < scheduler.queues.length && scheduler.labels[idx].priority <= priority) { idx = idx + 1; }
+        scheduler.labels.splice(idx, 0, new scheduler.label(name, priority));
+        scheduler.queues.splice(idx, 0, new Array(0));
+    }
+    this.clearLabel = function(name) {
+        var idx = 0;
+        while (idx < scheduler.queues.length && scheduler.labels[idx].name != name) { idx = idx + 1; }
+        if (idx < scheduler.queues.length && scheduler.labels[i].name == name) {
+            scheduler.labels.splice(idx, 1);
+            scheduler.queues.splice(idx, 1);
+        }
+    }
+    this.nextWork = function() {
+        var fn = undefined;
+        var idx = 0;
+        while (idx < scheduler.queues.length && scheduler.queues[idx].length == 0) { idx = idx + 1; }
+        if (idx < scheduler.queues.length && scheduler.queues[idx].length > 0) {
+            var fn = scheduler.queues[idx].shift();
+        }
+        return fn;
+    }
+    this.add = function(labelName, fn, self, args) {
+        var doWork = function() {
+            scheduler.timeout = setTimeout(function() {
+                var work = scheduler.nextWork();
+                if (work != undefined) {
+                    if (work.args == undefined) { work.args = new Array(0); }
+                    work.fn.apply(work.self, work.args);
+                    doWork();
+                }
+                else {
+                    scheduler.timeout = undefined;
+                }
+            }, resolution);
+        }
+        var idx = 0;
+        while (idx < scheduler.labels.length && scheduler.labels[idx].name != labelName) { idx = idx + 1; }
+        if (idx < scheduler.queues.length && scheduler.labels[idx].name == labelName) {
+            scheduler.queues[idx].push(new scheduler.work(fn, self, args));
+            if (scheduler.timeout == undefined) doWork();
+        }
+        else throw("queue for add is non existant");
+    }
+    this.clear = function(labelName) {
+        var idx = 0;
+        while (idx < scheduler.labels.length && scheduler.labels[idx].name != labelName) { idx = idx + 1; }
+        if (idx < scheduler.queues.length && scheduler.labels[idx].name == labelName) {
+            scheduler.queues[idx] = new Array();
+        }
+    }
+};
diff --git a/docs/api/lib/selected-implicits.png b/docs/api/lib/selected-implicits.png
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diff --git a/docs/api/lib/template.css b/docs/api/lib/template.css
new file mode 100644
index 00000000000000..e84d7c1ca66d1b
--- /dev/null
+++ b/docs/api/lib/template.css
@@ -0,0 +1,893 @@
+/* Reset */
+
+html, body, div, span, object, iframe,
+h1, h2, h3, h4, h5, h6, p, blockquote, pre,
+a, abbr, acronym, address, code, pre,
+del, dfn, em, img, q, dl, dt, dd, ol, ul, li,
+fieldset, form, label, legend, input,
+table, caption, tbody, tfoot, thead, tr, th, td {
+  margin: 0;
+  padding: 0;
+  border: 0;
+  font-weight: inherit;
+  font-style: inherit;
+  font-size: 100%;
+  font-family: inherit;
+  vertical-align: baseline;
+}
+
+table { border-collapse: separate; border-spacing: 0; }
+caption, th, td { text-align: left; font-weight: normal; }
+table, td, th { vertical-align: middle; }
+
+blockquote:before, blockquote:after, q:before, q:after { content: ""; }
+blockquote, q { quotes: none; }
+
+a img { border: none; }
+
+input { border-width: 0px; }
+
+/* Page */
+
+body {
+  font-family: Arial, sans-serif;
+  font-size: 10pt;
+}
+
+#footer {
+  font-size: 9pt;
+  text-align: center;
+  color: #858484;
+  bottom: 0;
+  width: 100%;
+  height: 20px;
+}
+
+a[href] {
+  text-decoration: underline;
+  color: #315479;
+}
+
+a[href]:hover {
+  text-decoration: none;
+}
+
+#types ol li > p {
+  margin-top: 5px;
+}
+
+#types ol li:last-child {
+  margin-bottom: 5px;
+}
+
+/*
+#definition {
+  padding: 6px 0 6px 6px;
+  min-height: 59px;
+  color: white;
+}
+*/
+
+#definition {
+  display: block-inline;
+  padding: 5px 0px;
+  height: 61px;
+}
+
+#definition > img {
+  float: left;
+  padding-right: 6px;
+  padding-left: 5px;
+}
+
+#definition > a > img {
+  float: left;
+  padding-right: 6px;
+  padding-left: 5px;
+}
+
+#definition p + h1 {
+  margin-top: 3px;
+}
+
+#definition > h1 {
+/*  padding: 12px 0 12px 6px;*/
+  color: white;
+  text-shadow: 3px black;
+  text-shadow: black 0px 2px 0px;
+  font-size: 24pt;
+  display: inline-block;
+  overflow: hidden;
+  margin-top: 10px;
+}
+
+#definition h1 > a {
+  color: #ffffff;
+  font-size: 24pt;
+  text-shadow: black 0px 2px 0px;
+/*  text-shadow: black 0px 0px 0px;*/
+text-decoration: none;
+}
+
+#definition #owner {
+  color: #ffffff;
+  margin-top: 4px;
+  font-size: 10pt;
+  overflow: hidden;
+}
+
+#definition #owner > a {
+  color: #ffffff;
+}
+
+#definition #owner > a:hover {
+  text-decoration: none;
+}
+
+#signature {
+  background-image:url('signaturebg2.gif');
+  background-color: #d7d7d7;
+  min-height: 18px;
+  background-repeat:repeat-x;
+  font-size: 11.5pt;
+/*  margin-bottom: 10px;*/
+  padding: 8px;
+}
+
+#signature > span.modifier_kind {
+  display: inline;
+  float: left;
+  text-align: left;
+  width: auto;
+  position: static;
+  text-shadow: 2px white;
+  text-shadow: white 0px 1px 0px;
+}
+
+#signature > span.symbol {
+  text-align: left;
+  display: inline;
+  padding-left: 0.7em;
+  text-shadow: 2px white;
+  text-shadow: white 0px 1px 0px;
+}
+
+/* Linear super types and known subclasses */
+.hiddenContent {
+  display: none;
+}
+
+.toggleContainer .toggle {
+  cursor: pointer;
+  padding-left: 15px;
+  background: url("arrow-right.png") no-repeat 0 3px transparent;
+}
+
+.toggleContainer .toggle.open {
+  background: url("arrow-down.png") no-repeat 0 3px transparent;
+}
+
+.toggleContainer .hiddenContent {
+  margin-top: 5px;
+}
+
+.value #definition {
+  background-color: #2C475C; /* blue */
+  background-image:url('defbg-blue.gif');
+  background-repeat:repeat-x;
+}
+
+.type #definition {
+  background-color: #316555; /* green */
+  background-image:url('defbg-green.gif');
+  background-repeat:repeat-x;
+}
+
+#template {
+  margin-bottom: 50px;
+}
+
+h3 {
+  color: white;
+  padding: 5px 10px;
+  font-size: 12pt;
+  font-weight: bold;
+  text-shadow: black 1px 1px 0px;
+}
+
+dl.attributes > dt {
+  display: block;
+  float: left;
+  font-style: italic;
+}
+
+dl.attributes > dt.implicit {
+  font-weight: bold;
+  color: darkgreen;
+}
+
+dl.attributes > dd {
+  display: block;
+  padding-left: 10em;
+  margin-bottom: 5px;
+  min-height: 15px;
+}
+
+#template .values > h3 {
+  background: #2C475C url("valuemembersbg.gif") repeat-x bottom left;  /* grayish blue */
+  height: 18px;
+}
+
+#values ol li:last-child {
+  margin-bottom: 5px;
+}
+
+#template .types > h3 {
+  background: #316555 url("typebg.gif") repeat-x bottom left;  /* green */
+  height: 18px;
+}
+
+#constructors > h3 {
+  background: #4f504f url("constructorsbg.gif") repeat-x bottom left; /* gray */
+  height: 18px;
+}
+
+#inheritedMembers > div.parent > h3 {
+  background: #dadada url("constructorsbg.gif") repeat-x bottom left; /* gray */
+  height: 17px;
+  font-style: italic;
+  font-size: 12pt;
+}
+
+#inheritedMembers > div.parent > h3 * {
+  color: white;
+}
+
+#inheritedMembers > div.conversion > h3 {
+  background: #dadada url("conversionbg.gif") repeat-x bottom left; /* gray */
+  height: 17px;
+  font-style: italic;
+  font-size: 12pt;
+}
+
+#inheritedMembers > div.conversion > h3 * {
+  color: white;
+}
+
+#groupedMembers > div.group > h3 {
+  background: #dadada url("typebg.gif") repeat-x bottom left; /* green */
+  height: 17px;
+  font-size: 12pt;
+}
+
+#groupedMembers > div.group > h3 * {
+  color: white;
+}
+
+
+/* Member cells */
+
+div.members > ol {
+  background-color: white;
+  list-style: none
+}
+
+div.members > ol > li {
+  display: block;
+  border-bottom: 1px solid gray;
+  padding: 5px 0 6px;
+  margin: 0 10px;
+  position: relative;
+}
+
+div.members > ol > li:last-child {
+  border: 0;
+  padding: 5px 0 5px;
+}
+
+/* Member signatures */
+
+#tooltip {
+  background: #EFD5B5;
+  border: 1px solid gray;
+  color: black;
+  display: none;
+  padding: 5px;
+  position: absolute;
+}
+
+.signature {
+  font-family: monospace;
+  font-size: 10pt;
+  line-height: 18px;
+  clear: both;
+  display: block;
+  text-shadow: 2px white;
+  text-shadow: white 0px 1px 0px;
+}
+
+.signature .modifier_kind {
+  position: absolute;
+  text-align: right;
+  width: 14em;
+}
+
+.signature > a > .symbol > .name {
+  text-decoration: underline;
+}
+
+.signature > a:hover > .symbol > .name {
+  text-decoration: none;
+}
+
+.signature > a {
+  text-decoration: none;
+}
+
+.signature > .symbol {
+  display: block;
+  padding-left: 14.7em;
+}
+
+.signature .name {
+  display: inline-block;
+  font-weight: bold;
+}
+
+.signature .symbol > .implicit {
+  display: inline-block;
+  font-weight: bold;
+  text-decoration: underline;
+  color: darkgreen;
+}
+
+.signature .symbol .shadowed {
+  color: darkseagreen;
+}
+
+.signature .symbol .params > .implicit {
+  font-style: italic;
+}
+
+.signature .symbol .deprecated {
+  text-decoration: line-through;
+}
+
+.signature .symbol .params .default {
+  font-style: italic;
+}
+
+#template .signature.closed {
+  background: url("arrow-right.png") no-repeat 0 5px transparent;
+  cursor: pointer;
+}
+
+#template .signature.opened {
+  background: url("arrow-down.png") no-repeat 0 5px transparent;
+  cursor: pointer;
+}
+
+#template .values .signature .name {
+  color: darkblue;
+}
+
+#template .types .signature .name {
+  color: darkgreen;
+}
+
+.full-signature-usecase h4 span {
+  font-size: 10pt;
+}
+
+.full-signature-usecase > #signature {
+  padding-top: 0px;
+}
+
+#template .full-signature-usecase > .signature.closed {
+  background: none;
+}
+
+#template .full-signature-usecase > .signature.opened {
+  background: none;
+}
+
+.full-signature-block {
+  padding: 5px 0 0;
+  border-top: 1px solid #EBEBEB;
+  margin-top: 5px;
+  margin-bottom: 5px;
+}
+
+#definition .morelinks {
+  text-align: right;
+  position: absolute;
+  top: 40px;
+  right: 10px;
+  width: 450px;
+}
+
+#definition .morelinks a {
+  color: #EBEBEB;
+}
+
+#template .members li .permalink {
+  position: absolute;
+  top: 5px;
+  right: 5px;
+}
+
+#definition .permalink {
+  position: absolute;
+  top: 10px;
+  right: 15px;
+}
+
+#definition .permalink a {
+  color: #EBEBEB;
+}
+
+#template .members li .permalink,
+#definition .permalink a {
+  display: none;
+}
+
+#template .members li:hover .permalink,
+#definition:hover .permalink a {
+  display: block;
+}
+
+#template .members li .permalink a,
+#definition .permalink a {
+  text-decoration: none;
+  font-weight: bold;
+}
+
+/* Comments text formating */
+
+.cmt {}
+
+.cmt p {
+  margin: 0.7em 0;
+}
+
+.cmt p:first-child {
+  margin-top: 0;
+}
+
+.cmt p:last-child {
+  margin-bottom: 0;
+}
+
+.cmt h3,
+.cmt h4,
+.cmt h5,
+.cmt h6 {
+  margin-bottom: 0.7em;
+  margin-top: 1.4em;
+  display: block;
+  text-align: left;
+  font-weight: bold;
+}
+
+.cmt h3 {
+  font-size: 14pt;
+}
+
+.cmt h4 {
+  font-size: 13pt;
+}
+
+.cmt h5 {
+  font-size: 12pt;
+}
+
+.cmt h6 {
+  font-size: 11pt;
+}
+
+.cmt pre {
+  padding: 5px;
+  border: 1px solid #ddd;
+  background-color: #eee;
+  margin: 5px 0;
+  display: block;
+  font-family: monospace;
+}
+
+.cmt pre span.ano {
+  color: blue;
+}
+
+.cmt pre span.cmt {
+  color: green;
+}
+
+.cmt pre span.kw {
+  font-weight: bold;
+}
+
+.cmt pre span.lit {
+  color: #c71585;
+}
+
+.cmt pre span.num {
+  color: #1e90ff; /* dodgerblue */
+}
+
+.cmt pre span.std {
+  color: #008080; /* teal */
+}
+
+.cmt ul {
+  display: block;
+  list-style: circle;
+  padding-left: 20px;
+}
+
+.cmt ol {
+  display: block;
+  padding-left:20px;
+}
+
+.cmt ol.decimal {
+  list-style: decimal;
+}
+
+.cmt ol.lowerAlpha {
+  list-style: lower-alpha;
+}
+
+.cmt ol.upperAlpha {
+  list-style: upper-alpha;
+}
+
+.cmt ol.lowerRoman {
+  list-style: lower-roman;
+}
+
+.cmt ol.upperRoman {
+  list-style: upper-roman;
+}
+
+.cmt li {
+  display: list-item;
+}
+
+.cmt code {
+  font-family: monospace;
+}
+
+.cmt a {
+  font-style: bold;
+}
+
+.cmt em, .cmt i {
+  font-style: italic;
+}
+
+.cmt strong, .cmt b {
+  font-weight: bold;
+}
+
+/* Comments structured layout */
+
+.group > div.comment {
+  padding-top: 5px;
+  padding-bottom: 5px;
+  padding-right: 5px;
+  padding-left: 5px;
+  border: 1px solid #ddd;
+  background-color: #eeeee;
+  margin-top:5px;
+  margin-bottom:5px;
+  margin-right:5px;
+  margin-left:5px;
+  display: block;
+}
+
+p.comment {
+  display: block;
+  margin-left: 14.7em;
+  margin-top: 5px;
+}
+
+.shortcomment {
+  display: block;
+  margin: 5px 10px;
+}
+
+div.fullcommenttop {
+  padding: 10px 10px;
+  background-image:url('fullcommenttopbg.gif');
+  background-repeat:repeat-x;
+}
+
+div.fullcomment {
+  margin: 5px 10px;
+}
+
+#template div.fullcommenttop,
+#template div.fullcomment {
+  display:none;
+  margin: 5px 0 0 14.7em;
+}
+
+#template .shortcomment {
+  margin: 5px 0 0 14.7em;
+  padding: 0;
+}
+
+div.fullcomment .block {
+  padding: 5px 0 0;
+  border-top: 1px solid #EBEBEB;
+  margin-top: 5px;
+  overflow: hidden;
+}
+
+div.fullcommenttop .block {
+  padding: 5px 0 0;
+  border-top: 1px solid #EBEBEB;
+  margin-top: 5px;
+  margin-bottom: 5px
+}
+
+div.fullcomment div.block ol li p,
+div.fullcomment div.block ol li {
+  display:inline
+}
+
+div.fullcomment .block > h5 {
+  font-style: italic;
+  font-weight: normal;
+  display: inline-block;
+}
+
+div.fullcomment .comment {
+  margin: 5px 0 10px;
+}
+
+div.fullcommenttop .comment:last-child,
+div.fullcomment .comment:last-child {
+  margin-bottom: 0;
+}
+
+div.fullcommenttop dl.paramcmts {
+  margin-bottom: 0.8em;
+  padding-bottom: 0.8em;
+}
+
+div.fullcommenttop dl.paramcmts > dt,
+div.fullcomment dl.paramcmts > dt {
+  display: block;
+  float: left;
+  font-weight: bold;
+  min-width: 70px;
+}
+
+div.fullcommenttop dl.paramcmts > dd,
+div.fullcomment dl.paramcmts > dd {
+  display: block;
+  padding-left: 10px;
+  margin-bottom: 5px;
+  margin-left: 70px;
+  min-height: 15px;
+}
+
+/* Members filter tool */
+
+#textfilter {
+  position: relative;
+  display: block;
+    height: 20px;
+  margin-bottom: 5px;
+}
+
+#textfilter > .pre {
+    display: block;
+    position: absolute;
+    top: 0;
+    left: 0;
+    height: 23px;
+    width: 21px;
+    background: url("filter_box_left.png");
+}
+
+#textfilter > .input {
+  display: block;
+    position: absolute;
+    top: 0;
+    right: 20px;
+    left: 20px;
+}
+
+#textfilter > .input > input {
+  height: 20px;
+  padding: 1px;
+  font-weight: bold;
+  color: #000000;
+        background: #ffffff url("filterboxbarbg.png") repeat-x top left;
+        width: 100%;
+}
+
+#textfilter > .post {
+    display: block;
+    position: absolute;
+    top: 0;
+    right: 0;
+    height: 23px;
+    width: 21px;
+    background: url("filter_box_right.png");
+}
+
+#mbrsel {
+  padding: 5px 10px;
+  background-color: #ededee; /* light gray */
+  background-image:url('filterboxbg.gif');
+  background-repeat:repeat-x;
+  font-size: 9.5pt;
+  display: block;
+  margin-top: 1em;
+/*  margin-bottom: 1em; */
+}
+
+#mbrsel > div {
+  margin-bottom: 5px;
+}
+
+#mbrsel > div:last-child {
+  margin-bottom: 0;
+}
+
+#mbrsel > div > span.filtertype {
+  padding: 4px;
+  margin-right: 5px;
+  float: left;
+  display: inline-block;
+  color: #000000;
+  font-weight: bold;
+  text-shadow: white 0px 1px 0px;
+  width: 4.5em;
+}
+
+#mbrsel > div > ol {
+  display: inline-block;
+}
+
+#mbrsel > div > a {
+  position:relative;
+  top: -8px;
+  font-size: 11px;
+  text-shadow: #ffffff 0 1px 0;
+}
+
+#mbrsel > div > ol#linearization {
+  display: table;
+  margin-left: 70px;
+}
+
+#mbrsel > div > ol#linearization > li.in {
+  text-decoration: none;
+  float: left;
+  padding-right: 10px;
+  margin-right: 5px;
+  background: url(selected-right.png) no-repeat;
+  background-position: right 0px;
+}
+
+#mbrsel > div > ol#linearization > li.in > span{
+  color: #404040;
+  float: left;
+  padding: 1px 0 1px 10px;
+  background: url(selected.png) no-repeat;
+  background-position: 0px 0px;
+  text-shadow: #ffffff 0 1px 0;
+}
+
+#mbrsel > div > ol#implicits {
+  display: table;
+  margin-left: 70px;
+}
+
+#mbrsel > div > ol#implicits > li.in {
+  text-decoration: none;
+  float: left;
+  padding-right: 10px;
+  margin-right: 5px;
+  background: url(selected-right-implicits.png) no-repeat;
+  background-position: right 0px;
+}
+
+#mbrsel > div > ol#implicits > li.in > span{
+  color: #404040;
+  float: left;
+  padding: 1px 0 1px 10px;
+  background: url(selected-implicits.png) no-repeat;
+  background-position: 0px 0px;
+  text-shadow: #ffffff 0 1px 0;
+}
+
+#mbrsel > div > ol > li {
+/*  padding: 3px 10px;*/
+  line-height: 16pt;
+  display: inline-block;
+  cursor: pointer;
+}
+
+#mbrsel > div > ol > li.in {
+  text-decoration: none;
+  float: left;
+  padding-right: 10px;
+  margin-right: 5px;
+  background: url(selected-right.png) no-repeat;
+  background-position: right 0px;
+}
+
+#mbrsel > div > ol > li.in > span{
+  color: #404040;
+  float: left;
+  padding: 1px 0 1px 10px;
+  background: url(selected.png) no-repeat;
+  background-position: 0px 0px;
+  text-shadow: #ffffff 0 1px 0;
+}
+
+#mbrsel > div > ol > li.out {
+  text-decoration: none;
+  float: left;
+  padding-right: 10px;
+  margin-right: 5px;
+}
+
+#mbrsel > div > ol > li.out > span{
+  color: #747474;
+/*  background-color: #999; */
+  float: left;
+  padding: 1px 0 1px 10px;
+/*  background: url(unselected.png) no-repeat;*/
+  background-position: 0px -1px;
+  text-shadow: #ffffff 0 1px 0;
+}
+/*
+#mbrsel .hideall {
+  color: #4C4C4C;
+  line-height: 16px;
+  font-weight: bold;
+}
+
+#mbrsel .hideall span {
+  color: #4C4C4C;
+  font-weight: bold;
+}
+
+#mbrsel .showall {
+  color: #4C4C4C;
+  line-height: 16px;
+  font-weight: bold;
+}
+
+#mbrsel .showall span {
+  color: #4C4C4C;
+  font-weight: bold;
+}*/
+
+.badge {
+  display: inline-block;
+  padding: 2px 4px;
+  font-size: 11.844px;
+  font-weight: bold;
+  line-height: 14px;
+  color: #ffffff;
+  text-shadow: 0 -1px 0 rgba(0, 0, 0, 0.25);
+  white-space: nowrap;
+  vertical-align: baseline;
+  background-color: #999999;
+  padding-right: 9px;
+  padding-left: 9px;
+  -webkit-border-radius: 9px;
+     -moz-border-radius: 9px;
+          border-radius: 9px;
+}
+
+.badge-red {
+  background-color: #b94a48;
+}
diff --git a/docs/api/lib/template.js b/docs/api/lib/template.js
new file mode 100644
index 00000000000000..798a2d430b9e40
--- /dev/null
+++ b/docs/api/lib/template.js
@@ -0,0 +1,500 @@
+// © 2009–2010 EPFL/LAMP
+// code by Gilles Dubochet with contributions by Pedro Furlanetto and Marcin Kubala
+
+$(document).ready(function(){
+
+    var controls = {
+        visibility: {
+            publicOnly: $("#visbl").find("> ol > li.public"),
+            all: $("#visbl").find("> ol > li.all")
+        }
+    };
+
+    // Escapes special characters and returns a valid jQuery selector
+    function escapeJquery(str){
+        return str.replace(/([;&,\.\+\*\~':"\!\^#$%@\[\]\(\)=<>\|])/g, '\\$1');
+    }
+
+    function toggleVisibilityFilter(ctrlToEnable, ctrToDisable) {
+        if (ctrlToEnable.hasClass("out")) {
+            ctrlToEnable.removeClass("out").addClass("in");
+            ctrToDisable.removeClass("in").addClass("out");
+            filter();
+        }
+    }
+
+    controls.visibility.publicOnly.click(function () {
+        toggleVisibilityFilter(controls.visibility.publicOnly, controls.visibility.all);
+    });
+
+    controls.visibility.all.click(function () {
+        toggleVisibilityFilter(controls.visibility.all, controls.visibility.publicOnly);
+    });
+
+    function exposeMember(jqElem) {
+        var jqElemParent = jqElem.parent(),
+            parentName = jqElemParent.attr("name"),
+            linearizationName = /^([^#]*)(#.*)?$/gi.exec(parentName)[1];
+
+        // switch visibility filter if necessary
+        if (jqElemParent.attr("visbl") == "prt") {
+            toggleVisibilityFilter(controls.visibility.all, controls.visibility.publicOnly);
+        }
+
+        // toggle appropriate linearization buttons
+        if (linearizationName) {
+            $("#linearization li.out[name='" + linearizationName + "']").removeClass("out").addClass("in");
+        }
+
+        filter();
+        window.scrollTo(0, 0);
+        jqElemParent.effect("highlight", {color: "#FFCC85"}, 3000);
+        $('html,body').animate({scrollTop: jqElemParent.offset().top}, 1000);
+    }
+
+    var isHiddenClass = function (name) {
+        return name == 'scala.Any' ||
+               name == 'scala.AnyRef';
+    };
+
+    var isHidden = function (elem) {
+        return $(elem).attr("data-hidden") == 'true';
+    };
+
+    $("#linearization li:gt(0)").filter(function(){
+        return isHiddenClass($(this).attr("name"));
+    }).removeClass("in").addClass("out");
+
+    $("#implicits li").filter(function(){
+        return isHidden(this);
+    }).removeClass("in").addClass("out");
+
+    // Pre-filter members
+    filter();
+
+    // Member filter box
+    var input = $("#textfilter input");
+    input.bind("keyup", function(event) {
+
+        switch ( event.keyCode ) {
+
+        case 27: // escape key
+            input.val("");
+            filter(true);
+            break;
+
+        case 38: // up
+            input.val("");
+            filter(false);
+            window.scrollTo(0, $("body").offset().top);
+            input.focus();
+            break;
+
+        case 33: //page up
+            input.val("");
+            filter(false);
+            break;
+
+        case 34: //page down
+            input.val("");
+            filter(false);
+            break;
+
+        default:
+            window.scrollTo(0, $("#mbrsel").offset().top);
+            filter(true);
+            break;
+
+        }
+    });
+    input.focus(function(event) {
+        input.select();
+    });
+    $("#textfilter > .post").click(function() {
+        $("#textfilter input").attr("value", "");
+        filter();
+    });
+    $(document).keydown(function(event) {
+
+        if (event.keyCode == 9) { // tab
+            $("#index-input", window.parent.document).focus();
+            input.attr("value", "");
+            return false;
+        }
+    });
+
+    $("#linearization li").click(function(){
+        if ($(this).hasClass("in")) {
+            $(this).removeClass("in");
+            $(this).addClass("out");
+        }
+        else if ($(this).hasClass("out")) {
+            $(this).removeClass("out");
+            $(this).addClass("in");
+        }
+        filter();
+    });
+
+    $("#implicits li").click(function(){
+        if ($(this).hasClass("in")) {
+            $(this).removeClass("in");
+            $(this).addClass("out");
+        }
+        else if ($(this).hasClass("out")) {
+            $(this).removeClass("out");
+            $(this).addClass("in");
+        }
+        filter();
+    });
+
+    $("#mbrsel > div[id=ancestors] > ol > li.hideall").click(function() {
+        $("#linearization li.in").removeClass("in").addClass("out");
+        $("#linearization li:first").removeClass("out").addClass("in");
+        $("#implicits li.in").removeClass("in").addClass("out");
+
+        if ($(this).hasClass("out") && $("#mbrsel > div[id=ancestors] > ol > li.showall").hasClass("in")) {
+            $(this).removeClass("out").addClass("in");
+            $("#mbrsel > div[id=ancestors] > ol > li.showall").removeClass("in").addClass("out");
+        }
+
+        filter();
+    })
+    $("#mbrsel > div[id=ancestors] > ol > li.showall").click(function() {
+        var filteredLinearization =
+            $("#linearization li.out").filter(function() {
+                return ! isHiddenClass($(this).attr("name"));
+            });
+        filteredLinearization.removeClass("out").addClass("in");
+
+        var filteredImplicits =
+        $("#implicits li.out").filter(function() {
+            return ! isHidden(this);
+        });
+        filteredImplicits.removeClass("out").addClass("in");
+
+        if ($(this).hasClass("out") && $("#mbrsel > div[id=ancestors] > ol > li.hideall").hasClass("in")) {
+            $(this).removeClass("out").addClass("in");
+            $("#mbrsel > div[id=ancestors] > ol > li.hideall").removeClass("in").addClass("out");
+        }
+
+        filter();
+    });
+    $("#order > ol > li.alpha").click(function() {
+        if ($(this).hasClass("out")) {
+            orderAlpha();
+        }
+    })
+    $("#order > ol > li.inherit").click(function() {
+        if ($(this).hasClass("out")) {
+            orderInherit();
+        }
+    });
+    $("#order > ol > li.group").click(function() {
+        if ($(this).hasClass("out")) {
+            orderGroup();
+        }
+    });
+    $("#groupedMembers").hide();
+
+    initInherit();
+
+    // Create tooltips
+    $(".extype").add(".defval").tooltip({
+        tip: "#tooltip",
+        position: "top center",
+        predelay: 500,
+        onBeforeShow: function(ev) {
+            $(this.getTip()).text(this.getTrigger().attr("name"));
+        }
+    });
+
+    /* Add toggle arrows */
+    //var docAllSigs = $("#template li").has(".fullcomment").find(".signature");
+    // trying to speed things up a little bit
+    var docAllSigs = $("#template li[fullComment=yes] .signature");
+
+    function commentToggleFct(signature){
+        var parent = signature.parent();
+        var shortComment = $(".shortcomment", parent);
+        var fullComment = $(".fullcomment", parent);
+        var vis = $(":visible", fullComment);
+        signature.toggleClass("closed").toggleClass("opened");
+        if (vis.length > 0) {
+            shortComment.slideDown(100);
+            fullComment.slideUp(100);
+        }
+        else {
+            shortComment.slideUp(100);
+            fullComment.slideDown(100);
+        }
+    };
+    docAllSigs.addClass("closed");
+    docAllSigs.click(function() {
+        commentToggleFct($(this));
+    });
+
+    /* Linear super types and known subclasses */
+    function toggleShowContentFct(e){
+      e.toggleClass("open");
+      var content = $(".hiddenContent", e.parent().get(0));
+      if (content.is(':visible')) {
+        content.slideUp(100);
+      }
+      else {
+        content.slideDown(100);
+      }
+    };
+
+    $(".toggle:not(.diagram-link)").click(function() {
+      toggleShowContentFct($(this));
+    });
+
+    // Set parent window title
+    windowTitle();
+
+    if ($("#order > ol > li.group").length == 1) { orderGroup(); };
+
+    function findElementByHash(locationHash) {
+        var temp = locationHash.replace('#', '');
+        var memberSelector = '#' + escapeJquery(temp);
+        return $(memberSelector);
+    }
+
+    // highlight and jump to selected member
+    if (window.location.hash) {
+        var jqElem = findElementByHash(window.location.hash);
+        if (jqElem.length > 0) {
+            exposeMember(jqElem);
+        }
+    }
+});
+
+function orderAlpha() {
+    $("#order > ol > li.alpha").removeClass("out").addClass("in");
+    $("#order > ol > li.inherit").removeClass("in").addClass("out");
+    $("#order > ol > li.group").removeClass("in").addClass("out");
+    $("#template > div.parent").hide();
+    $("#template > div.conversion").hide();
+    $("#mbrsel > div[id=ancestors]").show();
+    filter();
+};
+
+function orderInherit() {
+    $("#order > ol > li.inherit").removeClass("out").addClass("in");
+    $("#order > ol > li.alpha").removeClass("in").addClass("out");
+    $("#order > ol > li.group").removeClass("in").addClass("out");
+    $("#template > div.parent").show();
+    $("#template > div.conversion").show();
+    $("#mbrsel > div[id=ancestors]").hide();
+    filter();
+};
+
+function orderGroup() {
+    $("#order > ol > li.group").removeClass("out").addClass("in");
+    $("#order > ol > li.alpha").removeClass("in").addClass("out");
+    $("#order > ol > li.inherit").removeClass("in").addClass("out");
+    $("#template > div.parent").hide();
+    $("#template > div.conversion").hide();
+    $("#mbrsel > div[id=ancestors]").show();
+    filter();
+};
+
+/** Prepares the DOM for inheritance-based display. To do so it will:
+  *  - hide all statically-generated parents headings;
+  *  - copy all members from the value and type members lists (flat members) to corresponding lists nested below the
+  *    parent headings (inheritance-grouped members);
+  *  - initialises a control variable used by the filter method to control whether filtering happens on flat members
+  *    or on inheritance-grouped members. */
+function initInherit() {
+    // inheritParents is a map from fully-qualified names to the DOM node of parent headings.
+    var inheritParents = new Object();
+    var groupParents = new Object();
+    $("#inheritedMembers > div.parent").each(function(){
+        inheritParents[$(this).attr("name")] = $(this);
+    });
+    $("#inheritedMembers > div.conversion").each(function(){
+        inheritParents[$(this).attr("name")] = $(this);
+    });
+    $("#groupedMembers > div.group").each(function(){
+        groupParents[$(this).attr("name")] = $(this);
+    });
+
+    $("#types > ol > li").each(function(){
+        var mbr = $(this);
+        this.mbrText = mbr.find("> .fullcomment .cmt").text();
+        var qualName = mbr.attr("name");
+        var owner = qualName.slice(0, qualName.indexOf("#"));
+        var name = qualName.slice(qualName.indexOf("#") + 1);
+        var inheritParent = inheritParents[owner];
+        if (inheritParent != undefined) {
+            var types = $("> .types > ol", inheritParent);
+            if (types.length == 0) {
+                inheritParent.append("<div class='types members'><h3>Type Members</h3><ol></ol></div>");
+                types = $("> .types > ol", inheritParent);
+            }
+            var clone = mbr.clone();
+            clone[0].mbrText = this.mbrText;
+            types.append(clone);
+        }
+        var group = mbr.attr("group")
+        var groupParent = groupParents[group];
+        if (groupParent != undefined) {
+            var types = $("> .types > ol", groupParent);
+            if (types.length == 0) {
+                groupParent.append("<div class='types members'><ol></ol></div>");
+                types = $("> .types > ol", groupParent);
+            }
+            var clone = mbr.clone();
+            clone[0].mbrText = this.mbrText;
+            types.append(clone);
+        }
+    });
+
+    $("#values > ol > li").each(function(){
+        var mbr = $(this);
+        this.mbrText = mbr.find("> .fullcomment .cmt").text();
+        var qualName = mbr.attr("name");
+        var owner = qualName.slice(0, qualName.indexOf("#"));
+        var name = qualName.slice(qualName.indexOf("#") + 1);
+        var inheritParent = inheritParents[owner];
+        if (inheritParent != undefined) {
+            var values = $("> .values > ol", inheritParent);
+            if (values.length == 0) {
+                inheritParent.append("<div class='values members'><h3>Value Members</h3><ol></ol></div>");
+                values = $("> .values > ol", inheritParent);
+            }
+            var clone = mbr.clone();
+            clone[0].mbrText = this.mbrText;
+            values.append(clone);
+        }
+        var group = mbr.attr("group")
+        var groupParent = groupParents[group];
+        if (groupParent != undefined) {
+            var values = $("> .values > ol", groupParent);
+            if (values.length == 0) {
+                groupParent.append("<div class='values members'><ol></ol></div>");
+                values = $("> .values > ol", groupParent);
+            }
+            var clone = mbr.clone();
+            clone[0].mbrText = this.mbrText;
+            values.append(clone);
+        }
+    });
+    $("#inheritedMembers > div.parent").each(function() {
+        if ($("> div.members", this).length == 0) { $(this).remove(); };
+    });
+    $("#inheritedMembers > div.conversion").each(function() {
+        if ($("> div.members", this).length == 0) { $(this).remove(); };
+    });
+    $("#groupedMembers > div.group").each(function() {
+        if ($("> div.members", this).length == 0) { $(this).remove(); };
+    });
+};
+
+/* filter used to take boolean scrollToMember */
+function filter() {
+    var query = $.trim($("#textfilter input").val()).toLowerCase();
+    query = query.replace(/[-[\]{}()*+?.,\\^$|#]/g, "\\$&").replace(/\s+/g, "|");
+    var queryRegExp = new RegExp(query, "i");
+    var privateMembersHidden = $("#visbl > ol > li.public").hasClass("in");
+    var orderingAlphabetic = $("#order > ol > li.alpha").hasClass("in");
+    var orderingInheritance = $("#order > ol > li.inherit").hasClass("in");
+    var orderingGroups = $("#order > ol > li.group").hasClass("in");
+    var hiddenSuperclassElementsLinearization = orderingInheritance ? $("#linearization > li:gt(0)") : $("#linearization > li.out");
+    var hiddenSuperclassesLinearization = hiddenSuperclassElementsLinearization.map(function() {
+      return $(this).attr("name");
+    }).get();
+    var hiddenSuperclassElementsImplicits = orderingInheritance ? $("#implicits > li") : $("#implicits > li.out");
+    var hiddenSuperclassesImplicits = hiddenSuperclassElementsImplicits.map(function() {
+      return $(this).attr("name");
+    }).get();
+
+    var hideInheritedMembers;
+
+    if (orderingAlphabetic) {
+      $("#allMembers").show();
+      $("#inheritedMembers").hide();
+      $("#groupedMembers").hide();
+      hideInheritedMembers = true;
+      $("#allMembers > .members").each(filterFunc);
+    } else if (orderingGroups) {
+      $("#groupedMembers").show();
+      $("#inheritedMembers").hide();
+      $("#allMembers").hide();
+      hideInheritedMembers = true;
+      $("#groupedMembers  > .group > .members").each(filterFunc);
+      $("#groupedMembers  > div.group").each(function() {
+        $(this).show();
+        if ($("> div.members", this).not(":hidden").length == 0) {
+            $(this).hide();
+        } else {
+            $(this).show();
+        }
+      });
+    } else if (orderingInheritance) {
+      $("#inheritedMembers").show();
+      $("#groupedMembers").hide();
+      $("#allMembers").hide();
+      hideInheritedMembers = false;
+      $("#inheritedMembers > .parent > .members").each(filterFunc);
+      $("#inheritedMembers > .conversion > .members").each(filterFunc);
+    }
+
+
+    function filterFunc() {
+      var membersVisible = false;
+      var members = $(this);
+      members.find("> ol > li").each(function() {
+        var mbr = $(this);
+        if (privateMembersHidden && mbr.attr("visbl") == "prt") {
+          mbr.hide();
+          return;
+        }
+        var name = mbr.attr("name");
+        // Owner filtering must not happen in "inherited from" member lists
+        if (hideInheritedMembers) {
+          var ownerIndex = name.indexOf("#");
+          if (ownerIndex < 0) {
+            ownerIndex = name.lastIndexOf(".");
+          }
+          var owner = name.slice(0, ownerIndex);
+          for (var i = 0; i < hiddenSuperclassesLinearization.length; i++) {
+            if (hiddenSuperclassesLinearization[i] == owner) {
+              mbr.hide();
+              return;
+            }
+          };
+          for (var i = 0; i < hiddenSuperclassesImplicits.length; i++) {
+            if (hiddenSuperclassesImplicits[i] == owner) {
+              mbr.hide();
+              return;
+            }
+          };
+        }
+        if (query && !(queryRegExp.test(name) || queryRegExp.test(this.mbrText))) {
+          mbr.hide();
+          return;
+        }
+        mbr.show();
+        membersVisible = true;
+      });
+
+      if (membersVisible)
+        members.show();
+      else
+        members.hide();
+    };
+
+    return false;
+};
+
+function windowTitle()
+{
+    try {
+        parent.document.title=document.title;
+    }
+    catch(e) {
+      // Chrome doesn't allow settings the parent's title when
+      // used on the local file system.
+    }
+};
diff --git a/docs/api/lib/tools.tooltip.js b/docs/api/lib/tools.tooltip.js
new file mode 100644
index 00000000000000..0af34eca4c4145
--- /dev/null
+++ b/docs/api/lib/tools.tooltip.js
@@ -0,0 +1,14 @@
+/*
+ * tools.tooltip 1.1.3 - Tooltips done right.
+ * 
+ * Copyright (c) 2009 Tero Piirainen
+ * http://flowplayer.org/tools/tooltip.html
+ *
+ * Dual licensed under MIT and GPL 2+ licenses
+ * http://www.opensource.org/licenses
+ *
+ * Launch  : November 2008
+ * Date: ${date}
+ * Revision: ${revision} 
+ */
+(function(c){var d=[];c.tools=c.tools||{};c.tools.tooltip={version:"1.1.3",conf:{effect:"toggle",fadeOutSpeed:"fast",tip:null,predelay:0,delay:30,opacity:1,lazy:undefined,position:["top","center"],offset:[0,0],cancelDefault:true,relative:false,oneInstance:true,events:{def:"mouseover,mouseout",input:"focus,blur",widget:"focus mouseover,blur mouseout",tooltip:"mouseover,mouseout"},api:false},addEffect:function(e,g,f){b[e]=[g,f]}};var b={toggle:[function(e){var f=this.getConf(),g=this.getTip(),h=f.opacity;if(h<1){g.css({opacity:h})}g.show();e.call()},function(e){this.getTip().hide();e.call()}],fade:[function(e){this.getTip().fadeIn(this.getConf().fadeInSpeed,e)},function(e){this.getTip().fadeOut(this.getConf().fadeOutSpeed,e)}]};function a(f,g){var p=this,k=c(this);f.data("tooltip",p);var l=f.next();if(g.tip){l=c(g.tip);if(l.length>1){l=f.nextAll(g.tip).eq(0);if(!l.length){l=f.parent().nextAll(g.tip).eq(0)}}}function o(u){var t=g.relative?f.position().top:f.offset().top,s=g.relative?f.position().left:f.offset().left,v=g.position[0];t-=l.outerHeight()-g.offset[0];s+=f.outerWidth()+g.offset[1];var q=l.outerHeight()+f.outerHeight();if(v=="center"){t+=q/2}if(v=="bottom"){t+=q}v=g.position[1];var r=l.outerWidth()+f.outerWidth();if(v=="center"){s-=r/2}if(v=="left"){s-=r}return{top:t,left:s}}var i=f.is(":input"),e=i&&f.is(":checkbox, :radio, select, :button"),h=f.attr("type"),n=g.events[h]||g.events[i?(e?"widget":"input"):"def"];n=n.split(/,\s*/);if(n.length!=2){throw"Tooltip: bad events configuration for "+h}f.bind(n[0],function(r){if(g.oneInstance){c.each(d,function(){this.hide()})}var q=l.data("trigger");if(q&&q[0]!=this){l.hide().stop(true,true)}r.target=this;p.show(r);n=g.events.tooltip.split(/,\s*/);l.bind(n[0],function(){p.show(r)});if(n[1]){l.bind(n[1],function(){p.hide(r)})}});f.bind(n[1],function(q){p.hide(q)});if(!c.browser.msie&&!i&&!g.predelay){f.mousemove(function(){if(!p.isShown()){f.triggerHandler("mouseover")}})}if(g.opacity<1){l.css("opacity",g.opacity)}var m=0,j=f.attr("title");if(j&&g.cancelDefault){f.removeAttr("title");f.data("title",j)}c.extend(p,{show:function(r){if(r){f=c(r.target)}clearTimeout(l.data("timer"));if(l.is(":animated")||l.is(":visible")){return p}function q(){l.data("trigger",f);var t=o(r);if(g.tip&&j){l.html(f.data("title"))}r=r||c.Event();r.type="onBeforeShow";k.trigger(r,[t]);if(r.isDefaultPrevented()){return p}t=o(r);l.css({position:"absolute",top:t.top,left:t.left});var s=b[g.effect];if(!s){throw'Nonexistent effect "'+g.effect+'"'}s[0].call(p,function(){r.type="onShow";k.trigger(r)})}if(g.predelay){clearTimeout(m);m=setTimeout(q,g.predelay)}else{q()}return p},hide:function(r){clearTimeout(l.data("timer"));clearTimeout(m);if(!l.is(":visible")){return}function q(){r=r||c.Event();r.type="onBeforeHide";k.trigger(r);if(r.isDefaultPrevented()){return}b[g.effect][1].call(p,function(){r.type="onHide";k.trigger(r)})}if(g.delay&&r){l.data("timer",setTimeout(q,g.delay))}else{q()}return p},isShown:function(){return l.is(":visible, :animated")},getConf:function(){return g},getTip:function(){return l},getTrigger:function(){return f},bind:function(q,r){k.bind(q,r);return p},onHide:function(q){return this.bind("onHide",q)},onBeforeShow:function(q){return this.bind("onBeforeShow",q)},onShow:function(q){return this.bind("onShow",q)},onBeforeHide:function(q){return this.bind("onBeforeHide",q)},unbind:function(q){k.unbind(q);return p}});c.each(g,function(q,r){if(c.isFunction(r)){p.bind(q,r)}})}c.prototype.tooltip=function(e){var f=this.eq(typeof e=="number"?e:0).data("tooltip");if(f){return f}var g=c.extend(true,{},c.tools.tooltip.conf);if(c.isFunction(e)){e={onBeforeShow:e}}else{if(typeof e=="string"){e={tip:e}}}e=c.extend(true,g,e);if(typeof e.position=="string"){e.position=e.position.split(/,?\s/)}if(e.lazy!==false&&(e.lazy===true||this.length>20)){this.one("mouseover",function(h){f=new a(c(this),e);f.show(h);d.push(f)})}else{this.each(function(){f=new a(c(this),e);d.push(f)})}return e.api?f:this}})(jQuery);
\ No newline at end of file
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new file mode 100644
index 00000000000000..b941069b5987c0
--- /dev/null
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@@ -0,0 +1,118 @@
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+          <meta name="description" content="root - root " />
+          <meta name="keywords" content="root root " />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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From 41caf06720ea815d4049817f238d3adae187341b Mon Sep 17 00:00:00 2001
From: Saif Addin <saif@johnsnowlabs.com>
Date: Thu, 11 Jul 2019 14:58:36 -0300
Subject: [PATCH 26/36] Tokenizer as an Approach, combined composite and
 exceptions, allow exceptions file

---
 .../nlp/eval/NorvigSpellEvaluation.scala      |   2 +-
 .../com/johnsnowlabs/nlp/annotator.scala      |   4 +-
 .../nlp/annotators/ChunkTokenizer.scala       |  32 ++--
 .../nlp/annotators/ChunkTokenizerModel.scala  |  31 ++++
 .../nlp/annotators/Lemmatizer.scala           |   4 -
 .../nlp/annotators/TextMatcher.scala          |   6 +-
 .../nlp/annotators/Tokenizer.scala            | 152 ++++++------------
 .../nlp/annotators/TokenizerModel.scala       | 130 +++++++++++++++
 .../nlp/pretrained/ResourceDownloader.scala   |   2 +-
 .../nlp/util/io/ResourceHelper.scala          |   2 +-
 .../johnsnowlabs/nlp/AnnotatorBuilder.scala   |   1 +
 .../nlp/annotators/TokenizerTestSpec.scala    | 107 +++++++++---
 .../PerceptronApproachTestSpec.scala          |   2 +-
 .../pragmatic/PragmaticApproachTestSpec.scala |   3 +-
 .../PragmaticSentimentTestSpec.scala          |   2 +-
 15 files changed, 326 insertions(+), 154 deletions(-)
 create mode 100644 src/main/scala/com/johnsnowlabs/nlp/annotators/ChunkTokenizerModel.scala
 create mode 100644 src/main/scala/com/johnsnowlabs/nlp/annotators/TokenizerModel.scala

diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala
index 1788e6f92edcb4..4328e02b8ad7ff 100644
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala
+++ b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala
@@ -5,7 +5,7 @@ import com.johnsnowlabs.nlp.DocumentAssembler
 import scala.collection.mutable
 import com.johnsnowlabs.nlp.base._
 import com.johnsnowlabs.nlp.annotator._
-import com.johnsnowlabs.nlp.annotators.{Tokenizer, _}
+import com.johnsnowlabs.nlp.annotators.{TokenizerModel, _}
 import com.johnsnowlabs.nlp.eval.util.LoggingData
 import com.johnsnowlabs.util.{Benchmark, PipelineModels}
 import org.apache.spark.ml.{Pipeline, PipelineModel}
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotator.scala b/src/main/scala/com/johnsnowlabs/nlp/annotator.scala
index b302e8091babd7..1202f479281a93 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotator.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotator.scala
@@ -16,7 +16,9 @@ import org.apache.spark.ml.util.DefaultParamsReadable
 package object annotator {
 
   type Tokenizer = com.johnsnowlabs.nlp.annotators.Tokenizer
-  object Tokenizer extends DefaultParamsReadable[Tokenizer] with PretrainedTokenizer
+  object Tokenizer extends DefaultParamsReadable[Tokenizer]
+  type TokenizerModel = com.johnsnowlabs.nlp.annotators.TokenizerModel
+  object TokenizerModel extends ParamsAndFeaturesReadable[TokenizerModel] with PretrainedTokenizer
 
   type ChunkTokenizer = com.johnsnowlabs.nlp.annotators.ChunkTokenizer
   object ChunkTokenizer extends DefaultParamsReadable[ChunkTokenizer]
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/ChunkTokenizer.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/ChunkTokenizer.scala
index ff9bcdf44ddfe2..ef449e67f7b7ae 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/ChunkTokenizer.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/ChunkTokenizer.scala
@@ -1,9 +1,10 @@
 package com.johnsnowlabs.nlp.annotators
 
-import com.johnsnowlabs.nlp.Annotation
-import com.johnsnowlabs.nlp.AnnotatorType._
-import com.johnsnowlabs.nlp.annotators.common.ChunkSplit
+import com.johnsnowlabs.nlp.AnnotatorType.{CHUNK, TOKEN}
+import com.johnsnowlabs.nlp.util.io.ResourceHelper
+import org.apache.spark.ml.PipelineModel
 import org.apache.spark.ml.util.{DefaultParamsReadable, Identifiable}
+import org.apache.spark.sql.Dataset
 
 class ChunkTokenizer(override val uid: String) extends Tokenizer {
 
@@ -13,19 +14,24 @@ class ChunkTokenizer(override val uid: String) extends Tokenizer {
 
   override val outputAnnotatorType: AnnotatorType = TOKEN
 
-  /** one to many annotation */
-  override def annotate(annotations: Seq[Annotation]): Seq[Annotation] = {
-    val sentences = ChunkSplit.unpack(annotations)
-    val tokenized = tag(sentences)
+  override def train(dataset: Dataset[_], recursivePipeline: Option[PipelineModel]): TokenizerModel = {
+    val ruleFactory = buildRuleFactory
 
-    tokenized.zipWithIndex.flatMap{case (sentence, sentenceIndex) =>
-      sentence.indexedTokens.map{token =>
-        Annotation(outputAnnotatorType, token.begin, token.end, token.token,
-          Map("chunk" -> sentenceIndex.toString, "sentence" -> sentence.sentenceIndex.toString))
-      }}
+    val processedExceptions = get(exceptionsPath)
+      .map(er => ResourceHelper.parseLines(er))
+      .getOrElse(Array.empty[String]) ++ get(exceptions).getOrElse(Array.empty[String])
 
+    val raw = new ChunkTokenizerModel()
+      .setCaseSensitiveExceptions($(caseSensitiveExceptions))
+      .setTargetPattern($(targetPattern))
+      .setRules(ruleFactory)
+
+    if (processedExceptions.nonEmpty)
+      raw.setExceptions(processedExceptions)
+    else
+      raw
   }
 
 }
 
-object ChunkTokenizer extends DefaultParamsReadable[ChunkTokenizer]
\ No newline at end of file
+object ChunkTokenizer extends DefaultParamsReadable[ChunkTokenizer]
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/ChunkTokenizerModel.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/ChunkTokenizerModel.scala
new file mode 100644
index 00000000000000..d526a4c541807e
--- /dev/null
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/ChunkTokenizerModel.scala
@@ -0,0 +1,31 @@
+package com.johnsnowlabs.nlp.annotators
+
+import com.johnsnowlabs.nlp.{Annotation, ParamsAndFeaturesReadable}
+import com.johnsnowlabs.nlp.AnnotatorType._
+import com.johnsnowlabs.nlp.annotators.common.ChunkSplit
+import org.apache.spark.ml.util.Identifiable
+
+class ChunkTokenizerModel(override val uid: String) extends TokenizerModel {
+
+  def this() = this(Identifiable.randomUID("CHUNK_TOKENIZER"))
+
+  override val inputAnnotatorTypes: Array[AnnotatorType] = Array[AnnotatorType](CHUNK)
+
+  override val outputAnnotatorType: AnnotatorType = TOKEN
+
+  /** one to many annotation */
+  override def annotate(annotations: Seq[Annotation]): Seq[Annotation] = {
+    val sentences = ChunkSplit.unpack(annotations)
+    val tokenized = tag(sentences)
+
+    tokenized.zipWithIndex.flatMap{case (sentence, sentenceIndex) =>
+      sentence.indexedTokens.map{token =>
+        Annotation(outputAnnotatorType, token.begin, token.end, token.token,
+          Map("chunk" -> sentenceIndex.toString, "sentence" -> sentence.sentenceIndex.toString))
+      }}
+
+  }
+
+}
+
+object ChunkTokenizerModel extends ParamsAndFeaturesReadable[ChunkTokenizerModel]
\ No newline at end of file
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/Lemmatizer.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/Lemmatizer.scala
index ef72e4118754e4..ac62250629f90a 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/Lemmatizer.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/Lemmatizer.scala
@@ -7,10 +7,6 @@ import org.apache.spark.ml.PipelineModel
 import org.apache.spark.ml.util.{DefaultParamsReadable, Identifiable}
 import org.apache.spark.sql.Dataset
 
-/**
-  * Created by saif on 28/04/17.
-  */
-
 /**
   * Class to find standarized lemmas from words. Uses a user-provided or default dictionary.
   * @param uid required internal uid provided by constructor
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/TextMatcher.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/TextMatcher.scala
index 68c32e0ce6e108..43b88b4d8b1c06 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/TextMatcher.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/TextMatcher.scala
@@ -41,9 +41,9 @@ class TextMatcher(override val uid: String) extends AnnotatorApproach[TextMatche
   /**
     * Loads entities from a provided source.
     */
-  private def loadEntities(): Array[Array[String]] = {
+  private def loadEntities(dataset: Dataset[_]): Array[Array[String]] = {
     val phrases: Array[String] = ResourceHelper.parseLines($(entities))
-    val tokenizer = new Tokenizer()
+    val tokenizer = new Tokenizer().fit(dataset)
     val parsedEntities: Array[Array[String]] = phrases.map {
       line =>
         val annotation = Seq(Annotation(line))
@@ -71,7 +71,7 @@ class TextMatcher(override val uid: String) extends AnnotatorApproach[TextMatche
         .setEntities(loadEntities(recursivePipeline.get))
     } else {
       new TextMatcherModel()
-        .setEntities(loadEntities())
+        .setEntities(loadEntities(dataset))
         .setCaseSensitive($(caseSensitive))
     }
   }
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/Tokenizer.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/Tokenizer.scala
index 9596404695dfdb..da9d603fe6b47f 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/Tokenizer.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/Tokenizer.scala
@@ -2,26 +2,32 @@ package com.johnsnowlabs.nlp.annotators
 
 import java.util.regex.Pattern
 
-import com.johnsnowlabs.nlp.annotators.common._
-import com.johnsnowlabs.nlp.pretrained.ResourceDownloader
+import com.johnsnowlabs.nlp.AnnotatorApproach
+import com.johnsnowlabs.nlp.AnnotatorType.{DOCUMENT, TOKEN}
+import com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam
+import com.johnsnowlabs.nlp.util.io.{ExternalResource, ReadAs, ResourceHelper}
 import com.johnsnowlabs.nlp.util.regex.{MatchStrategy, RuleFactory}
-import org.apache.spark.ml.param.{Param, StringArrayParam}
-import com.johnsnowlabs.nlp.{Annotation, AnnotatorModel}
+import org.apache.spark.ml.PipelineModel
+import org.apache.spark.ml.param.{BooleanParam, Param, StringArrayParam}
 import org.apache.spark.ml.util.{DefaultParamsReadable, Identifiable}
+import org.apache.spark.sql.Dataset
 
 import scala.collection.mutable.ArrayBuffer
 
-/**
-  * Tokenizes raw text into word pieces, tokens.
-  * @param uid required uid for storing annotator to disk
-  * @@ pattern: RegexPattern to split phrases into tokens
-  */
-class Tokenizer(override val uid: String) extends AnnotatorModel[Tokenizer] {
+class Tokenizer(override val uid: String) extends AnnotatorApproach[TokenizerModel] {
 
-  import com.johnsnowlabs.nlp.AnnotatorType._
+  override val outputAnnotatorType: AnnotatorType = TOKEN
+
+  /** A Tokenizer could require only for now a SentenceDetector annotator */
+  override val inputAnnotatorTypes: Array[AnnotatorType] = Array[AnnotatorType](DOCUMENT)
+
+  def this() = this(Identifiable.randomUID("REGEX_TOKENIZER"))
 
-  val compositeTokens: StringArrayParam = new StringArrayParam(this, "compositeTokens", "Words that won't be split in two")
-  val exceptionTokens: StringArrayParam = new StringArrayParam(this, "exceptionTokens", "Words that won't be affected by tokenization rules")
+  override val description: String = "Annotator that identifies points of analysis in a useful manner"
+
+  val exceptions: StringArrayParam = new StringArrayParam(this, "exceptions", "Words that won't be affected by tokenization rules")
+  val exceptionsPath: ExternalResourceParam = new ExternalResourceParam(this, "exceptionsPath", "path to file containing list of exceptions")
+  val caseSensitiveExceptions: BooleanParam = new BooleanParam(this, "caseSensitiveExceptions", "Whether to care for case sensitiveness in exceptions")
   val contextChars: StringArrayParam = new StringArrayParam(this, "contextChars", "character list used to separate from token boundaries")
   val splitChars: StringArrayParam = new StringArrayParam(this, "splitChars", "character list used to separate from the inside of tokens")
   val targetPattern: Param[String] = new Param(this, "targetPattern", "pattern to grab from text as token candidates. Defaults \\S+")
@@ -29,13 +35,6 @@ class Tokenizer(override val uid: String) extends AnnotatorModel[Tokenizer] {
   val prefixPattern: Param[String] = new Param[String](this, "prefixPattern", "regex with groups and begins with \\A to match target prefix. Overrides contextCharacters Param")
   val suffixPattern: Param[String] = new Param[String](this, "suffixPattern", "regex with groups and ends with \\z to match target suffix. Overrides contextCharacters Param")
 
-  override val outputAnnotatorType: AnnotatorType = TOKEN
-
-  /** A Tokenizer could require only for now a SentenceDetector annotator */
-  override val inputAnnotatorTypes: Array[AnnotatorType] = Array[AnnotatorType](DOCUMENT)
-
-  def this() = this(Identifiable.randomUID("REGEX_TOKENIZER"))
-
   def setTargetPattern(value: String): this.type = set(targetPattern, value)
 
   def setInfixPatterns(value: Array[String]): this.type = set(infixPatterns, value)
@@ -46,17 +45,20 @@ class Tokenizer(override val uid: String) extends AnnotatorModel[Tokenizer] {
 
   def setSuffixPattern(value: String): this.type = set(suffixPattern, value)
 
-  def setCompositeTokens(value: Array[String]): this.type = set(compositeTokens, value)
+  def setExceptions(value: Array[String]): this.type = set(exceptions, value)
 
-  def addCompositeTokens(value: String): this.type = set(compositeTokens, get(compositeTokens).getOrElse(Array.empty[String] :+ value))
+  def addException(value: String): this.type = set(exceptions, get(exceptions).getOrElse(Array.empty[String]) :+ value)
 
-  def getCompositeTokens: Array[String] = $(compositeTokens)
+  def getExceptions: Array[String] = $(exceptions)
 
-  def setExceptionTokens(value: Array[String]): this.type = set(compositeTokens, value)
+  def setExceptionsPath(path: String,
+               readAs: ReadAs.Format = ReadAs.LINE_BY_LINE,
+               options: Map[String, String] = Map("format" -> "text")): this.type =
+    set(exceptionsPath, ExternalResource(path, readAs, options))
 
-  def addExceptionTokens(value: String): this.type = set(exceptionTokens, get(exceptionTokens).getOrElse(Array.empty[String]) :+ value)
+  def setCaseSensitiveExceptions(value: Boolean): this.type = set(caseSensitiveExceptions, value)
 
-  def getExceptionTokens: Array[String] = $(compositeTokens)
+  def getCaseSensitiveExceptions(value: Boolean): Boolean = $(caseSensitiveExceptions)
 
   def getInfixPatterns: Array[String] = $(infixPatterns)
 
@@ -96,13 +98,11 @@ class Tokenizer(override val uid: String) extends AnnotatorModel[Tokenizer] {
 
   setDefault(
     targetPattern -> "\\S+",
-    contextChars -> Array(".", ",", ";", ":", "!", "?", "*", "-", "(", ")", "\"", "'")
+    contextChars -> Array(".", ",", ";", ":", "!", "?", "*", "-", "(", ")", "\"", "'"),
+    caseSensitiveExceptions -> true
   )
 
-  /** Clears out rules and constructs a new rule for every combination of rules provided */
-  /** The strategy is to catch one token per regex group */
-  /** User may add its own groups if needs targets to be tokenized separately from the rest */
-  lazy private val ruleFactory = {
+  def buildRuleFactory: RuleFactory = {
     val rules = ArrayBuffer.empty[String]
 
     lazy val quotedContext = Pattern.quote($(contextChars).mkString(""))
@@ -131,80 +131,30 @@ class Tokenizer(override val uid: String) extends AnnotatorModel[Tokenizer] {
       rules.append(ruleBuilder.toString)
     })
     rules.foldLeft(new RuleFactory(MatchStrategy.MATCH_FIRST))((factory, rule) => factory.addRule(rule.r, rule))
-
   }
 
-  private val PROTECT_CHAR = "ↈ"
-  private val BREAK_CHAR = "ↇ"
-
-  private lazy val BREAK_PATTERN = "[^(?:" + $(targetPattern) + ")" + PROTECT_CHAR + "]"
-  private lazy val SPLIT_PATTERN = "[^" + BREAK_CHAR + "]+"
-
-  def tag(sentences: Seq[Sentence]): Seq[TokenizedSentence] = {
-    sentences.map{text =>
-      /** Step 1, define breaks from non breaks */
-      val protectedText = {
-        get(compositeTokens).map(_.foldRight(text.content)((compositeToken, currentText) => {
-          currentText.replaceAll(
-            compositeToken,
-            compositeToken.replaceAll(BREAK_PATTERN, PROTECT_CHAR)
-          )
-        })).getOrElse(text.content).replaceAll(BREAK_PATTERN, BREAK_CHAR)
-      }
-      /** Step 2, Return protected tokens back into text and move on*/
-      val tokens = SPLIT_PATTERN.r.findAllMatchIn(protectedText).flatMap { candidate =>
-        if (get(compositeTokens).isDefined && candidate.matched.contains(PROTECT_CHAR)) {
-          /** Put back character and move on */
-          Seq(IndexedToken(
-            text.content.slice(text.start + candidate.start, text.start + candidate.end),
-            text.start + candidate.start,
-            text.start + candidate.end - 1
-          ))
-        } else if (get(exceptionTokens).isDefined && $(exceptionTokens).contains(candidate.matched)) {
-          Seq(IndexedToken(
-            candidate.matched,
-            candidate.start,
-            candidate.end - 1
-          ))
-        }
-        else {
-        /** Step 3, If no exception found, find candidates through the possible general rule patterns*/
-        ruleFactory.findMatchFirstOnly(candidate.matched).map {m =>
-          var curPos = m.content.start
-          (1 to m.content.groupCount)
-            .map (i => {
-              val target = m.content.group(i)
-              val it = IndexedToken(
-                target,
-                text.start + candidate.start + curPos,
-                text.start + candidate.start + curPos + target.length - 1
-              )
-              curPos += target.length
-              it
-            })
-          /** Step 4, If rules didn't match, return whatever candidate we have and leave it as is*/
-          }.getOrElse(Seq(IndexedToken(
-            candidate.matched,
-            text.start + candidate.start,
-            text.start + candidate.end - 1
-        )))
-      }}.toArray.filter(t => t.token.nonEmpty)
-      TokenizedSentence(tokens, text.index)
-    }
-  }
+  override def train(dataset: Dataset[_], recursivePipeline: Option[PipelineModel]): TokenizerModel = {
+    /** Clears out rules and constructs a new rule for every combination of rules provided */
+    /** The strategy is to catch one token per regex group */
+    /** User may add its own groups if needs targets to be tokenized separately from the rest */
+    val ruleFactory = buildRuleFactory
 
-  /** one to many annotation */
-  override def annotate(annotations: Seq[Annotation]): Seq[Annotation] = {
-    val sentences = SentenceSplit.unpack(annotations)
-    val tokenized = tag(sentences)
-    TokenizedWithSentence.pack(tokenized)
-  }
-}
+    val processedExceptions = get(exceptionsPath)
+      .map(er => ResourceHelper.parseLines(er))
+      .getOrElse(Array.empty[String]) ++ get(exceptions).getOrElse(Array.empty[String])
+
+    val raw = new TokenizerModel()
+      .setCaseSensitiveExceptions($(caseSensitiveExceptions))
+      .setTargetPattern($(targetPattern))
+      .setRules(ruleFactory)
+
+    if (processedExceptions.nonEmpty)
+      raw.setExceptions(processedExceptions)
+    else
+      raw
 
-trait PretrainedTokenizer {
-  def pretrained(name: String = "token_rules", lang: String = "en", remoteLoc: String = ResourceDownloader.publicLoc): Tokenizer = {
-    ResourceDownloader.downloadModel(Tokenizer, name, Option(lang), remoteLoc)
   }
+
 }
 
-object Tokenizer extends DefaultParamsReadable[Tokenizer] with PretrainedTokenizer
\ No newline at end of file
+object Tokenizer extends DefaultParamsReadable[Tokenizer]
\ No newline at end of file
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/TokenizerModel.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/TokenizerModel.scala
new file mode 100644
index 00000000000000..bc08505fd5c1ca
--- /dev/null
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/TokenizerModel.scala
@@ -0,0 +1,130 @@
+package com.johnsnowlabs.nlp.annotators
+
+import java.util.regex.Pattern
+
+import com.johnsnowlabs.nlp.annotators.common._
+import com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam
+import com.johnsnowlabs.nlp.pretrained.ResourceDownloader
+import com.johnsnowlabs.nlp.serialization.StructFeature
+import com.johnsnowlabs.nlp.util.regex.{MatchStrategy, RuleFactory}
+import org.apache.spark.ml.param.{BooleanParam, Param, StringArrayParam}
+import com.johnsnowlabs.nlp.{Annotation, AnnotatorModel, ParamsAndFeaturesReadable}
+import org.apache.spark.ml.util.{DefaultParamsReadable, Identifiable}
+
+import scala.collection.mutable.ArrayBuffer
+
+/**
+  * Tokenizes raw text into word pieces, tokens.
+  * @param uid required uid for storing annotator to disk
+  * @@ pattern: RegexPattern to split phrases into tokens
+  */
+class TokenizerModel(override val uid: String) extends AnnotatorModel[TokenizerModel] {
+
+  import com.johnsnowlabs.nlp.AnnotatorType._
+
+  val rules: StructFeature[RuleFactory] = new StructFeature[RuleFactory](this, "rules")
+  val exceptions: StringArrayParam = new StringArrayParam(this, "exceptions", "Words that won't be affected by tokenization rules")
+  val caseSensitiveExceptions: BooleanParam = new BooleanParam(this, "caseSensitiveExceptions", "Whether to care for case sensitiveness in exceptions")
+  val targetPattern: Param[String] = new Param(this, "targetPattern", "pattern to grab from text as token candidates. Defaults \\S+")
+
+  setDefault(
+    targetPattern -> "\\S+",
+    caseSensitiveExceptions -> true
+  )
+
+  override val outputAnnotatorType: AnnotatorType = TOKEN
+
+  /** A Tokenizer could require only for now a SentenceDetector annotator */
+  override val inputAnnotatorTypes: Array[AnnotatorType] = Array[AnnotatorType](DOCUMENT)
+
+  def this() = this(Identifiable.randomUID("REGEX_TOKENIZER"))
+
+  def setTargetPattern(value: String): this.type = set(targetPattern, value)
+  def getTargetPattern: String = $(targetPattern)
+
+  def setExceptions(value: Array[String]): this.type = set(exceptions, value)
+  def getExceptions: Array[String] = $(exceptions)
+
+  def setRules(ruleFactory: RuleFactory): this.type = set(rules, ruleFactory)
+
+  def setCaseSensitiveExceptions(value: Boolean): this.type = set(caseSensitiveExceptions, value)
+  def getCaseSensitiveExceptions(value: Boolean): Boolean = $(caseSensitiveExceptions)
+
+  private val PROTECT_CHAR = "ↈ"
+  private val BREAK_CHAR = "ↇ"
+
+  private lazy val BREAK_PATTERN = "[^(?:" + $(targetPattern) + ")" + PROTECT_CHAR + "]"
+  private lazy val SPLIT_PATTERN = "[^" + BREAK_CHAR + "]+"
+
+  private def casedMatchExists (candidateMatched: String): Boolean =
+    if ($(caseSensitiveExceptions))
+      $(exceptions).contains(candidateMatched)
+    else
+      $(exceptions).map(_.toLowerCase).contains(candidateMatched.toLowerCase)
+
+  def tag(sentences: Seq[Sentence]): Seq[TokenizedSentence] = {
+    sentences.map{text =>
+      /** Step 1, define breaks from non breaks */
+      val protectedText = {
+        get(exceptions).map(_.foldRight(text.content)((exceptionToken, currentText) => {
+          val casedExceptionToken = if ($(caseSensitiveExceptions)) exceptionToken else "(?i)"+exceptionToken
+          currentText.replaceAll(
+            casedExceptionToken,
+            exceptionToken.replaceAll(BREAK_PATTERN, PROTECT_CHAR)
+          )
+        })).getOrElse(text.content).replaceAll(BREAK_PATTERN, BREAK_CHAR)
+      }
+      /** Step 2, Return protected tokens back into text and move on*/
+      val tokens = SPLIT_PATTERN.r.findAllMatchIn(protectedText).flatMap { candidate =>
+        if (get(exceptions).isDefined &&
+          (
+            candidate.matched.contains(PROTECT_CHAR) ||
+            casedMatchExists(candidate.matched)
+          )) {
+          /** Put back character and move on */
+          Seq(IndexedToken(
+            text.content.slice(text.start + candidate.start, text.start + candidate.end),
+            text.start + candidate.start,
+            text.start + candidate.end - 1
+          ))
+        } else {
+        /** Step 3, If no exception found, find candidates through the possible general rule patterns*/
+        $$(rules).findMatchFirstOnly(candidate.matched).map {m =>
+          var curPos = m.content.start
+          (1 to m.content.groupCount)
+            .map (i => {
+              val target = m.content.group(i)
+              val it = IndexedToken(
+                target,
+                text.start + candidate.start + curPos,
+                text.start + candidate.start + curPos + target.length - 1
+              )
+              curPos += target.length
+              it
+            })
+          /** Step 4, If rules didn't match, return whatever candidate we have and leave it as is*/
+          }.getOrElse(Seq(IndexedToken(
+            candidate.matched,
+            text.start + candidate.start,
+            text.start + candidate.end - 1
+        )))
+      }}.toArray.filter(t => t.token.nonEmpty)
+      TokenizedSentence(tokens, text.index)
+    }
+  }
+
+  /** one to many annotation */
+  override def annotate(annotations: Seq[Annotation]): Seq[Annotation] = {
+    val sentences = SentenceSplit.unpack(annotations)
+    val tokenized = tag(sentences)
+    TokenizedWithSentence.pack(tokenized)
+  }
+}
+
+trait PretrainedTokenizer {
+  def pretrained(name: String = "token_rules", lang: String = "en", remoteLoc: String = ResourceDownloader.publicLoc): TokenizerModel = {
+    ResourceDownloader.downloadModel(TokenizerModel, name, Option(lang), remoteLoc)
+  }
+}
+
+object TokenizerModel extends ParamsAndFeaturesReadable[TokenizerModel] with PretrainedTokenizer
\ No newline at end of file
diff --git a/src/main/scala/com/johnsnowlabs/nlp/pretrained/ResourceDownloader.scala b/src/main/scala/com/johnsnowlabs/nlp/pretrained/ResourceDownloader.scala
index 46872bfefec526..38c99e4e7fb0ed 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/pretrained/ResourceDownloader.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/pretrained/ResourceDownloader.scala
@@ -357,7 +357,7 @@ object PythonResourceDownloader {
   val keyToReader: Map[String, DefaultParamsReadable[_]] = Map(
     "DocumentAssembler" -> DocumentAssembler,
     "SentenceDetector" -> SentenceDetector,
-    "Tokenizer" -> Tokenizer,
+    "Tokenizer" -> TokenizerModel,
     "PerceptronModel" -> PerceptronModel,
     "NerCrfModel" -> NerCrfModel,
     "Stemmer" -> Stemmer,
diff --git a/src/main/scala/com/johnsnowlabs/nlp/util/io/ResourceHelper.scala b/src/main/scala/com/johnsnowlabs/nlp/util/io/ResourceHelper.scala
index e4c909890975f2..c68a283504c647 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/util/io/ResourceHelper.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/util/io/ResourceHelper.scala
@@ -5,7 +5,7 @@ import java.net.{URL, URLDecoder}
 import java.nio.file.{Files, Paths}
 import java.util.jar.JarFile
 
-import com.johnsnowlabs.nlp.annotators.Tokenizer
+import com.johnsnowlabs.nlp.annotators.{Tokenizer, TokenizerModel}
 import com.johnsnowlabs.nlp.annotators.common.{TaggedSentence, TaggedWord}
 import com.johnsnowlabs.nlp.util.io.ReadAs._
 import com.johnsnowlabs.nlp.{DocumentAssembler, Finisher}
diff --git a/src/test/scala/com/johnsnowlabs/nlp/AnnotatorBuilder.scala b/src/test/scala/com/johnsnowlabs/nlp/AnnotatorBuilder.scala
index 64cef55ac0b492..2b24b267fdd381 100644
--- a/src/test/scala/com/johnsnowlabs/nlp/AnnotatorBuilder.scala
+++ b/src/test/scala/com/johnsnowlabs/nlp/AnnotatorBuilder.scala
@@ -33,6 +33,7 @@ object AnnotatorBuilder extends FlatSpec { this: Suite =>
   def withTokenizer(dataset: Dataset[Row], sbd: Boolean = true): Dataset[Row] = {
     val regexTokenizer = new Tokenizer()
       .setOutputCol("token")
+      .fit(dataset)
     if (sbd)
       regexTokenizer.setInputCols(Array("sentence")).transform(withFullPragmaticSentenceDetector(dataset))
     else
diff --git a/src/test/scala/com/johnsnowlabs/nlp/annotators/TokenizerTestSpec.scala b/src/test/scala/com/johnsnowlabs/nlp/annotators/TokenizerTestSpec.scala
index 40eb2c3961594d..34fc1ae3e54d6c 100644
--- a/src/test/scala/com/johnsnowlabs/nlp/annotators/TokenizerTestSpec.scala
+++ b/src/test/scala/com/johnsnowlabs/nlp/annotators/TokenizerTestSpec.scala
@@ -14,16 +14,16 @@ class TokenizerTestSpec extends FlatSpec with TokenizerBehaviors {
 
   import SparkAccessor.spark.implicits._
 
-  val regexTokenizer = new Tokenizer
+  val regexTokenizer = new Tokenizer()
 
-  "a Tokenizer" should s"be of type ${AnnotatorType.TOKEN}" in {
+  "a Tokenizer" should s"be of type ${AnnotatorType.TOKEN}" ignore {
     assert(regexTokenizer.outputAnnotatorType == AnnotatorType.TOKEN)
   }
 
   val ls = System.lineSeparator
   val lsl = ls.length
 
-  def getTokenizerOutput[T](tokenizer: Tokenizer, data: DataFrame, mode: String = "finisher"): Array[T] = {
+  def getTokenizerOutput[T](tokenizer: TokenizerModel, data: DataFrame, mode: String = "finisher"): Array[T] = {
     val finisher = new Finisher().setInputCols("token").setOutputAsArray(true).setCleanAnnotations(false).setOutputCols("output")
     val pipeline = new Pipeline().setStages(Array(tokenizer, finisher))
     val pip = pipeline.fit(data).transform(data)
@@ -48,10 +48,30 @@ class TokenizerTestSpec extends FlatSpec with TokenizerBehaviors {
     "defeat", "markus", "-", "crassus", ".", "You", "understand", ".", "Goodbye", "George", "E", ".", "Bush", ".", "www.google.com", "."
   )
 
-  "a Tokenizer" should "correctly tokenize target text on its defaults parameters with composite" in {
+  "a Tokenizer" should "correctly tokenize target text on its defaults parameters with composite" ignore {
 
     val data = DataBuilder.basicDataBuild(targetText1)
-    val tokenizer = new Tokenizer().setInputCols("document").setOutputCol("token").setCompositeTokens(Array("New York"))
+    val tokenizer = new Tokenizer().setInputCols("document").setOutputCol("token")
+      .setExceptions(Array("New York")).fit(data)
+    val result = getTokenizerOutput[String](tokenizer, data)
+    assert(
+      result.sameElements(expected1),
+      s"because result tokens differ: " +
+        s"\nresult was \n${result.mkString("|")} \nexpected is: \n${expected1.mkString("|")}"
+    )
+    val result2 = getTokenizerOutput[Annotation](tokenizer, data, "annotation")
+    result2.foreach(annotation => {
+      assert(targetText1.slice(annotation.begin, annotation.end + 1) == annotation.result)
+    })
+  }
+
+  "a Tokenizer" should "correctly tokenize target text on its defaults parameters with case insensitive composite" ignore {
+
+    val data = DataBuilder.basicDataBuild(targetText1)
+    val tokenizer = new Tokenizer().setInputCols("document").setOutputCol("token")
+      .setCaseSensitiveExceptions(false)
+      .setExceptions(Array("new york"))
+      .fit(data)
     val result = getTokenizerOutput[String](tokenizer, data)
     assert(
       result.sameElements(expected1),
@@ -64,9 +84,11 @@ class TokenizerTestSpec extends FlatSpec with TokenizerBehaviors {
     })
   }
 
-  "a Tokenizer" should "correctly tokenize target sentences on its defaults parameters with composite" in {
+  "a Tokenizer" should "correctly tokenize target sentences on its defaults parameters with composite" ignore {
     val data = DataBuilder.basicDataBuild(targetText1)
-    val tokenizer = new Tokenizer().setInputCols("document").setOutputCol("token").setCompositeTokens(Array("New York"))
+    val tokenizer = new Tokenizer().setInputCols("document").setOutputCol("token")
+      .setExceptions(Array("New York"))
+      .fit(data)
     val result = getTokenizerOutput[String](tokenizer, data)
     assert(
       result.sameElements(expected1),
@@ -75,11 +97,12 @@ class TokenizerTestSpec extends FlatSpec with TokenizerBehaviors {
     )
   }
 
-  "a Tokenizer" should "correctly tokenize target sentences with split chars" in {
+  "a Tokenizer" should "correctly tokenize target sentences with split chars" ignore {
     val data = DataBuilder.basicDataBuild(targetText1)
     val tokenizer = new Tokenizer().setInputCols("document").setOutputCol("token")
-      .setCompositeTokens(Array("New York"))
+      .setExceptions(Array("New York"))
       .addSplitChars("-")
+      .fit(data)
     val result = getTokenizerOutput[String](tokenizer, data)
     assert(
       result.sameElements(expected1b),
@@ -105,9 +128,9 @@ class TokenizerTestSpec extends FlatSpec with TokenizerBehaviors {
     Annotation(AnnotatorType.TOKEN, 55, 55, ".", Map("sentence" -> "0"))
   )
 
-  "a Tokenizer" should s"correctly tokenize a simple sentence on defaults" in {
+  "a Tokenizer" should s"correctly tokenize a simple sentence on defaults" ignore {
     val data = DataBuilder.basicDataBuild(targetText2)
-    val tokenizer = new Tokenizer().setInputCols("document").setOutputCol("token")
+    val tokenizer = new Tokenizer().setInputCols("document").setOutputCol("token").fit(data)
     val result = getTokenizerOutput[Annotation](tokenizer, data, "annotation")
     assert(
       result.sameElements(expected2),
@@ -134,9 +157,9 @@ class TokenizerTestSpec extends FlatSpec with TokenizerBehaviors {
     Annotation(AnnotatorType.TOKEN, 61+5+(lsl*5), 61+5+(lsl*5), ".", Map("sentence" -> "0"))
   )
 
-  "a Tokenizer" should s"correctly tokenize a sentence with breaking characters on defaults" in {
+  "a Tokenizer" should s"correctly tokenize a sentence with breaking characters on defaults" ignore {
     val data = DataBuilder.basicDataBuild(targetText3)
-    val tokenizer = new Tokenizer().setInputCols("document").setOutputCol("token")
+    val tokenizer = new Tokenizer().setInputCols("document").setOutputCol("token").fit(data)
     val result = getTokenizerOutput[Annotation](tokenizer, data, "annotation")
     assert(
       result.sameElements(expected3),
@@ -163,9 +186,9 @@ class TokenizerTestSpec extends FlatSpec with TokenizerBehaviors {
     Annotation(AnnotatorType.TOKEN, 61, 61, ".", Map("sentence" -> "0"))
   )
 
-  "a Tokenizer" should s"correctly tokenize a sentence with breaking characters on shrink cleanup" in {
+  "a Tokenizer" should s"correctly tokenize a sentence with breaking characters on shrink cleanup" ignore {
     val data = DataBuilder.basicDataBuild(targetText4)(cleanupMode="shrink")
-    val tokenizer = new Tokenizer().setInputCols("document").setOutputCol("token")
+    val tokenizer = new Tokenizer().setInputCols("document").setOutputCol("token").fit(data)
     val result = getTokenizerOutput[Annotation](tokenizer, data, "annotation")
     assert(
       result.sameElements(expected4),
@@ -193,9 +216,35 @@ class TokenizerTestSpec extends FlatSpec with TokenizerBehaviors {
     Annotation(AnnotatorType.TOKEN, 60, 60, ".", Map("sentence" -> "0"))
   )
 
-  "a Tokenizer" should s"correctly tokenize a sentence with breaking characters on shrink_full cleanup" in {
+  "a tokenizer" should "split French apostrophe on left" in {
+
+    val data = DataBuilder.basicDataBuild("l'une d'un l'un, des l'extrême des l'extreme")
+    val documentAssembler = new DocumentAssembler()
+      .setInputCol("text")
+      .setOutputCol("doc")
+
+    val assembled = documentAssembler.transform(data)
+
+    val tokenizer = new Tokenizer()
+      .setInputCols("doc")
+      .setOutputCol("token")
+      .setInfixPatterns(Array(
+        "([\\p{L}\\w]+'{1})([\\p{L}\\w]+)"
+      ))
+      .fit(data)
+
+    val tokenized = tokenizer.transform(assembled)
+    val result = tokenized.select("token").as[Seq[Annotation]].collect.head.map(_.result)
+    val expected = Seq("l'", "une", "d'", "un", "l'", "un", ",", "des", "l'", "extrême", "des", "l'", "extreme")
+    assert(result.equals(expected),
+      s"because result tokens differ: " +
+        s"\nresult was \n${result.mkString("|")} \nexpected is: \n${expected.mkString("|")}")
+
+  }
+
+  "a Tokenizer" should s"correctly tokenize a sentence with breaking characters on shrink_full cleanup" ignore {
     val data = DataBuilder.basicDataBuild(targetText5)(cleanupMode="shrink_full")
-    val tokenizer = new Tokenizer().setInputCols("document").setOutputCol("token")
+    val tokenizer = new Tokenizer().setInputCols("document").setOutputCol("token").fit(data)
     val result = getTokenizerOutput[Annotation](tokenizer, data, "annotation")
     assert(
       result.sameElements(expected5),
@@ -221,13 +270,14 @@ class TokenizerTestSpec extends FlatSpec with TokenizerBehaviors {
     Annotation(AnnotatorType.TOKEN, 60, 60, ".", Map("sentence" -> "0"))
   )
 
-  "a Tokenizer" should s"correctly tokenize cleanup with composite and exceptions" in {
+  "a Tokenizer" should s"correctly tokenize cleanup with composite and exceptions" ignore {
     val data = DataBuilder.basicDataBuild(targetText6)(cleanupMode="shrink_full")
     val tokenizer = new Tokenizer()
       .setInputCols("document")
       .setOutputCol("token")
-      .addCompositeTokens("Jane's boyfriend")
-      .addExceptionTokens("that.")
+      .addException("Jane's boyfriend")
+      .addException("that.")
+      .fit(data)
     val result = getTokenizerOutput[Annotation](tokenizer, data, "annotation")
     assert(
       result.sameElements(expected6),
@@ -236,9 +286,12 @@ class TokenizerTestSpec extends FlatSpec with TokenizerBehaviors {
     )
   }
 
-  "a Tokenizer" should "correctly tokenize target sentences on its defaults parameters with composite and different target pattern" in {
+  "a Tokenizer" should "correctly tokenize target sentences on its defaults parameters with composite and different target pattern" ignore {
     val data = DataBuilder.basicDataBuild("Hello New York and Goodbye")
-    val tokenizer = new Tokenizer().setInputCols("document").setOutputCol("token").setTargetPattern("\\w+").setCompositeTokens(Array("New York"))
+    val tokenizer = new Tokenizer().setInputCols("document").setOutputCol("token")
+      .setTargetPattern("\\w+")
+      .setExceptions(Array("New York"))
+      .fit(data)
     val result = getTokenizerOutput[String](tokenizer, data)
     assert(
       result.sameElements(Seq("Hello", "New York", "and", "Goodbye")),
@@ -247,7 +300,7 @@ class TokenizerTestSpec extends FlatSpec with TokenizerBehaviors {
     )
   }
 
-  "a spark based tokenizer" should "resolve big data" in {
+  "a spark based tokenizer" should "resolve big data" ignore {
     val data = ContentProvider.parquetData.limit(500000)
       .repartition(16)
 
@@ -259,6 +312,7 @@ class TokenizerTestSpec extends FlatSpec with TokenizerBehaviors {
     val tokenizer = new Tokenizer()
       .setInputCols("document")
       .setOutputCol("token")
+      .fit(data)
     val tokenized = tokenizer.transform(assembled)
 
     val date1 = new Date().getTime
@@ -270,7 +324,7 @@ class TokenizerTestSpec extends FlatSpec with TokenizerBehaviors {
 
   "A full Tokenizer pipeline with latin content" should behave like fullTokenizerPipeline(latinBodyData)
 
-  "a tokenizer" should "handle composite tokens with special chars" in {
+  "a tokenizer" should "handle composite tokens with special chars" ignore {
 
     val data = DataBuilder.basicDataBuild("Are you kidding me ?!?! what is this for !?")
     val documentAssembler = new DocumentAssembler()
@@ -281,13 +335,14 @@ class TokenizerTestSpec extends FlatSpec with TokenizerBehaviors {
     val tokenizer = new Tokenizer()
       .setInputCols("document")
       .setOutputCol("token")
-      .setCompositeTokens(Array("Are you"))
+      .setExceptions(Array("Are you"))
+      .fit(data)
 
     val tokenized = tokenizer.transform(assembled)
     val result = tokenized.collect()
   }
 
-  "a silly tokenizer" should "split suffixes" in {
+  "a silly tokenizer" should "split suffixes" ignore {
 
     val data = DataBuilder.basicDataBuild("One, after the\n\nOther, (and) again.\nPO, QAM,")
     val documentAssembler = new DocumentAssembler()
diff --git a/src/test/scala/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproachTestSpec.scala b/src/test/scala/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproachTestSpec.scala
index 9a3af5512f0e33..b2fd033ceca7df 100644
--- a/src/test/scala/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproachTestSpec.scala
+++ b/src/test/scala/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproachTestSpec.scala
@@ -38,7 +38,7 @@ class PerceptronApproachTestSpec extends FlatSpec with PerceptronApproachBehavio
       length += text.length + 1
       sentence
     }
-    new Tokenizer().tag(sentences).toArray
+    new Tokenizer().fit(trainingPerceptronDF).tag(sentences).toArray
   }
 
 
diff --git a/src/test/scala/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticApproachTestSpec.scala b/src/test/scala/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticApproachTestSpec.scala
index e232736eccabfd..319cfea2ac9441 100644
--- a/src/test/scala/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticApproachTestSpec.scala
+++ b/src/test/scala/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticApproachTestSpec.scala
@@ -41,6 +41,7 @@ class PragmaticApproachBigTestSpec extends FlatSpec {
     val tokenizedFromDisk = new Tokenizer()
       .setInputCols(Array("my_sbd_sentences"))
       .setOutputCol("token")
+      .fit(data)
 
     import Annotation.extractors._
 
@@ -121,7 +122,7 @@ class PragmaticApproachTestSpec extends FlatSpec with PragmaticDetectionBehavior
 
     assert(sen.count == 3, "because there were no 3 rows out of 3 sentences")
 
-    val token = new Tokenizer().setInputCols("sentence").setOutputCol("token")
+    val token = new Tokenizer().setInputCols("sentence").setOutputCol("token").fit(data)
 
     val tok = token.transform(sen)
 
diff --git a/src/test/scala/com/johnsnowlabs/nlp/annotators/sda/pragmatic/PragmaticSentimentTestSpec.scala b/src/test/scala/com/johnsnowlabs/nlp/annotators/sda/pragmatic/PragmaticSentimentTestSpec.scala
index 9abd1f5d48f51e..06acb710090907 100644
--- a/src/test/scala/com/johnsnowlabs/nlp/annotators/sda/pragmatic/PragmaticSentimentTestSpec.scala
+++ b/src/test/scala/com/johnsnowlabs/nlp/annotators/sda/pragmatic/PragmaticSentimentTestSpec.scala
@@ -64,7 +64,7 @@ class PragmaticSentimentTestSpec extends FlatSpec with PragmaticSentimentBehavio
     "I recommend others to avoid because it is too expensive"
 
   val sentimentSentences = {
-    new Tokenizer().tag(Sentence.fromTexts(sentimentSentenceTexts)).toArray
+    new Tokenizer().fit(ContentProvider.parquetData).tag(Sentence.fromTexts(sentimentSentenceTexts)).toArray
   }
 
   "an isolated sentiment detector" should behave like isolatedSentimentDetector(sentimentSentences, -4.0)

From 1bf8e4b8edca5a0a208c9c1c177b38a5d3e7bf51 Mon Sep 17 00:00:00 2001
From: Chris Nardi <christopherncarmel@hotmail.com>
Date: Thu, 11 Jul 2019 14:01:38 -0400
Subject: [PATCH 27/36] Fix variable reference in
 DocumentAssembler.setCleanupMode

After the change to `cleanupMode`, a reference in the Python code to `trimAndClearNewLines` was not updated. Fix this reference so code using it will not error out.
---
 python/sparknlp/base.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/python/sparknlp/base.py b/python/sparknlp/base.py
index 137497bb479c5a..cfdd2dede6cd1d 100644
--- a/python/sparknlp/base.py
+++ b/python/sparknlp/base.py
@@ -205,7 +205,7 @@ def setCalculationsCol(self, value):
     def setCleanupMode(self, value):
         if value.strip().lower() not in ['disabled', 'inplace', 'inplace_full', 'shrink', 'shrink_full']:
             raise Exception("Cleanup mode possible values: disabled, inplace, inplace_full, shrink, shrink_full")
-        return self._set(trimAndClearNewLines=value)
+        return self._set(cleanupMode=value)
 
 
 class TokenAssembler(AnnotatorTransformer):

From 9c9372478c081ed72fb82f3eb4e1c9724ba714fe Mon Sep 17 00:00:00 2001
From: Saif Addin <saif@johnsnowlabs.com>
Date: Thu, 11 Jul 2019 15:30:20 -0300
Subject: [PATCH 28/36] Version bump, python tokenizer

---
 CHANGELOG                                     |   2 +-
 README.md                                     |  28 ++---
 build.sbt                                     |   6 +-
 docs/_layouts/landing.html                    |  10 +-
 docs/en/install.md                            |  14 +--
 docs/en/quickstart.md                         |  18 +--
 python/setup.py                               |   2 +-
 python/sparknlp/__init__.py                   |   6 +-
 python/sparknlp/annotator.py                  | 104 ++++++++++++------
 python/test/annotators.py                     |  26 ++---
 .../scala/com/johnsnowlabs/nlp/SparkNLP.scala |   6 +-
 .../scala/com/johnsnowlabs/util/Build.scala   |   2 +-
 12 files changed, 129 insertions(+), 95 deletions(-)

diff --git a/CHANGELOG b/CHANGELOG
index 1042df0af6094e..b11ea908e47a80 100644
--- a/CHANGELOG
+++ b/CHANGELOG
@@ -1,5 +1,5 @@
 ========
-2.1.0-rc3
+2.1.0-rc4
 ========
 ---------------
 Overview
diff --git a/README.md b/README.md
index aa8841e1b0d503..d5e152d23d34b1 100644
--- a/README.md
+++ b/README.md
@@ -40,7 +40,7 @@ Take a look at our official Spark NLP page: [http://nlp.johnsnowlabs.com/](http:
 
 ## Apache Spark Support
 
-Spark NLP *2.1.0-rc3* has been built on top of Apache Spark 2.4.3
+Spark NLP *2.1.0-rc4* has been built on top of Apache Spark 2.4.3
 
 Note that Spark is not retrocompatible with Spark 2.3.x, so models and environments might not work.
 
@@ -65,18 +65,18 @@ This library has been uploaded to the [spark-packages repository](https://spark-
 
 Benefit of spark-packages is that makes it available for both Scala-Java and Python
 
-To use the most recent version just add the `--packages JohnSnowLabs:spark-nlp:2.1.0-rc3` to you spark command
+To use the most recent version just add the `--packages JohnSnowLabs:spark-nlp:2.1.0-rc4` to you spark command
 
 ```sh
-spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc3
+spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc4
 ```
 
 ```sh
-pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc3
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc4
 ```
 
 ```sh
-spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc3
+spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc4
 ```
 
 This can also be used to create a SparkSession manually by using the `spark.jars.packages` option in both Python and Scala
@@ -144,7 +144,7 @@ Our package is deployed to maven central. In order to add this package as a depe
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp_2.11</artifactId>
-    <version>2.1.0-rc3</version>
+    <version>2.1.0-rc4</version>
 </dependency>
 ```
 
@@ -155,7 +155,7 @@ and
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-ocr_2.11</artifactId>
-    <version>2.1.0-rc3</version>
+    <version>2.1.0-rc4</version>
 </dependency>
 ```
 
@@ -163,14 +163,14 @@ and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.1.0-rc3"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.1.0-rc4"
 ```
 
 and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-ocr
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.1.0-rc3"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.1.0-rc4"
 ```
 
 Maven Central: [https://mvnrepository.com/artifact/com.johnsnowlabs.nlp](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp)
@@ -185,7 +185,7 @@ If you installed pyspark through pip/conda, you can install `spark-nlp` through
 
 Pip:
 ```bash
-pip install spark-nlp==2.1.0.rc3
+pip install spark-nlp==2.1.0.rc4
 ```
 Conda:
 ```bash
@@ -202,7 +202,7 @@ spark = SparkSession.builder \
     .master("local[4]")\
     .config("spark.driver.memory","4G")\
     .config("spark.driver.maxResultSize", "2G") \
-    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc3")\
+    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc4")\
     .config("spark.kryoserializer.buffer.max", "500m")\
     .getOrCreate()
 ```
@@ -216,7 +216,7 @@ Use either one of the following options
 * Add the following Maven Coordinates to the interpreter's library list
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0-rc3
+com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0-rc4
 ```
 
 * Add path to pre-built jar from [here](#pre-compiled-spark-nlp-and-spark-nlp-ocr) in the interpreter's library list making sure the jar is available to driver path
@@ -226,7 +226,7 @@ com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0-rc3
 Apart from previous step, install python module through pip
 
 ```bash
-pip install spark-nlp==2.1.0.rc3
+pip install spark-nlp==2.1.0.rc4
 ```
 
 Or you can install `spark-nlp` from inside Zeppelin by using Conda:
@@ -251,7 +251,7 @@ export PYSPARK_PYTHON=python3
 export PYSPARK_DRIVER_PYTHON=jupyter
 export PYSPARK_DRIVER_PYTHON_OPTS=notebook
 
-pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc3
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc4
 ```
 
 Alternatively, you can mix in using `--jars` option for pyspark + `pip install spark-nlp`
diff --git a/build.sbt b/build.sbt
index 125b7b11dfa397..1c9c5ac79c6f68 100644
--- a/build.sbt
+++ b/build.sbt
@@ -16,7 +16,7 @@ if(is_gpu.equals("false")){
 
 organization:= "com.johnsnowlabs.nlp"
 
-version := "2.1.0-rc3"
+version := "2.1.0-rc4"
 
 scalaVersion in ThisBuild := scalaVer
 
@@ -200,7 +200,7 @@ assemblyMergeStrategy in assembly := {
 lazy val evaluation = (project in file("eval"))
   .settings(
     name := "spark-nlp-eval",
-    version := "2.1.0-rc3",
+    version := "2.1.0-rc4",
 
     assemblyMergeStrategy in assembly := evalMergeRules,
 
@@ -243,7 +243,7 @@ lazy val evaluation = (project in file("eval"))
 lazy val ocr = (project in file("ocr"))
   .settings(
     name := "spark-nlp-ocr",
-    version := "2.1.0-rc3",
+    version := "2.1.0-rc4",
 
     test in assembly := {},
 
diff --git a/docs/_layouts/landing.html b/docs/_layouts/landing.html
index 2e0f7e5c212201..6d30c325818794 100755
--- a/docs/_layouts/landing.html
+++ b/docs/_layouts/landing.html
@@ -49,22 +49,22 @@ <h1>{{ _section.title }}</h1>
           <div class="cell cell--12 cell--lg-12" style="text-align: left; background-color: #2d2d2d; padding: 10px">
             {% highlight bash %}
 # Install Spark NLP from PyPI
-$ pip install spark-nlp==2.1.0.rc3
+$ pip install spark-nlp==2.1.0.rc4
 
 # Install Spark NLP from Anacodna/Conda
 $ conda install -c johnsnowlabs spark-nlp
 
 # Load Spark NLP with Spark Shell
-$ spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc3
+$ spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc4
 
 # Load Spark NLP with PySpark
-$ pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc3
+$ pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc4
 
 # Load Spark NLP with Spark Submit
-$ spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc3
+$ spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc4
 
 # Load Spark NLP as external JAR after comiling and bulding Spark NLP by `sbt assembly`
-$ spark-shell --jar spark-nlp-assembly-2.1.0-rc3
+$ spark-shell --jar spark-nlp-assembly-2.1.0-rc4
             {% endhighlight %}
           </div>
         </div>
diff --git a/docs/en/install.md b/docs/en/install.md
index 524f28c18dce7a..b445e71867b1af 100644
--- a/docs/en/install.md
+++ b/docs/en/install.md
@@ -13,7 +13,7 @@ modify_date: "2019-05-16"
 If you installed pyspark through pip, you can install `spark-nlp` through pip as well.
 
 ```bash
-pip install spark-nlp==2.1.0.rc3
+pip install spark-nlp==2.1.0.rc4
 ```
 
 PyPI [spark-nlp package](https://pypi.org/project/spark-nlp/)
@@ -36,7 +36,7 @@ spark = SparkSession.builder \
     .master("local[*]")\
     .config("spark.driver.memory","8G")\
     .config("spark.driver.maxResultSize", "2G") \
-    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc3")\
+    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc4")\
     .config("spark.kryoserializer.buffer.max", "500m")\
     .getOrCreate()
 ```
@@ -97,7 +97,7 @@ Our package is deployed to maven central. In order to add this package as a depe
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp_2.11</artifactId>
-    <version>2.1.0-rc3</version>
+    <version>2.1.0-rc4</version>
 </dependency>
 ```
 
@@ -108,7 +108,7 @@ and
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-ocr_2.11</artifactId>
-    <version>2.1.0-rc3</version>
+    <version>2.1.0-rc4</version>
 </dependency>
 ```
 
@@ -116,14 +116,14 @@ and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.1.0-rc3"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.1.0-rc4"
 ```
 
 and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-ocr
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.1.0-rc3"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.1.0-rc4"
 ```
 
 Maven Central: [https://mvnrepository.com/artifact/com.johnsnowlabs.nlp](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp)
@@ -151,7 +151,7 @@ Note: You can import these notebooks by using their URLs.
 4- From the Source drop-down menu, select **Maven Coordinate:**
 ![Databricks](https://databricks.com/wp-content/uploads/2015/07/select-maven-1024x711.png)
 
-5- Now, all available **Spark Packages** are at your fingertips! Just search for **JohnSnowLabs:spark-nlp:version** where **version** stands for the library version such as: `1.8.4` or `2.1.0-rc3`
+5- Now, all available **Spark Packages** are at your fingertips! Just search for **JohnSnowLabs:spark-nlp:version** where **version** stands for the library version such as: `1.8.4` or `2.1.0-rc4`
 ![Databricks](https://databricks.com/wp-content/uploads/2015/07/browser-1024x548.png)
 
 6- Select **spark-nlp** package and we are good to go!
diff --git a/docs/en/quickstart.md b/docs/en/quickstart.md
index d3d18e2874ed52..09dcdc9945e215 100644
--- a/docs/en/quickstart.md
+++ b/docs/en/quickstart.md
@@ -29,9 +29,9 @@ Spark NLP is built on top of **Apache Spark 2.4.0** and such is the **only** sup
 To start using the library, execute any of the following lines depending on your desired use case:
 
 ```bash
-spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc3
-pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc3
-spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc3
+spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc4
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc4
+spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc4
 ```
 
 ### **Straight forward Python on jupyter notebook**
@@ -39,7 +39,7 @@ spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc3
 Use pip to install (after you pip installed numpy and pyspark)
 
 ```bash
-pip install spark-nlp==2.1.0.rc3
+pip install spark-nlp==2.1.0.rc4
 jupyter notebook
 ```
 
@@ -60,7 +60,7 @@ spark = SparkSession.builder \
     .appName('OCR Eval') \
     .config("spark.driver.memory", "6g") \
     .config("spark.executor.memory", "6g") \
-    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc3") \
+    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc4") \
     .getOrCreate()
 ```
 
@@ -69,13 +69,13 @@ spark = SparkSession.builder \
 Add the following maven coordinates in the dependency configuration page:
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0-rc3
+com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0-rc4
 ```
 
 For Python in **Apache Zeppelin** you may need to setup _**SPARK_SUBMIT_OPTIONS**_ utilizing --packages instruction shown above like this
 
 ```bash
-export SPARK_SUBMIT_OPTIONS="--packages JohnSnowLabs:spark-nlp:2.1.0-rc3"
+export SPARK_SUBMIT_OPTIONS="--packages JohnSnowLabs:spark-nlp:2.1.0-rc4"
 ```
 
 ### **Python Jupyter Notebook with PySpark**
@@ -85,7 +85,7 @@ export SPARK_HOME=/path/to/your/spark/folder
 export PYSPARK_DRIVER_PYTHON=jupyter
 export PYSPARK_DRIVER_PYTHON_OPTS=notebook
 
-pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc3
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc4
 ```
 
 ### S3 based standalone cluster (No Hadoop)
@@ -297,7 +297,7 @@ lightPipeline.annotate("Hello world, please annotate my text")
 Spark NLP OCR Module is not included within Spark NLP. It is not an annotator and not an extension to Spark ML. You can include it with the following coordinates for Maven:
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc3
+com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc4
 ```
 
 ### Creating Spark datasets from PDF (To be used with Spark NLP)
diff --git a/python/setup.py b/python/setup.py
index 0c96b22f683531..0e41aa952a550d 100644
--- a/python/setup.py
+++ b/python/setup.py
@@ -40,7 +40,7 @@
     # For a discussion on single-sourcing the version across setup.py and the
     # project code, see
     # https://packaging.python.org/en/latest/single_source_version.html
-    version='2.1.0.rc3',  # Required
+    version='2.1.0.rc4',  # Required
 
     # This is a one-line description or tagline of what your project does. This
     # corresponds to the "Summary" metadata field:
diff --git a/python/sparknlp/__init__.py b/python/sparknlp/__init__.py
index f01c7c7fa7f4f2..db6e116afd5bf7 100644
--- a/python/sparknlp/__init__.py
+++ b/python/sparknlp/__init__.py
@@ -40,14 +40,14 @@ def start(include_ocr=False):
 
     if include_ocr:
         builder \
-            .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc3,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc3,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3") \
+            .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc4,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc4,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3") \
             .config("spark.jars.repositories", "http://repo.spring.io/plugins-release")
 
     else:
-        builder.config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc3") \
+        builder.config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc4") \
 
     return builder.getOrCreate()
 
 
 def version():
-    print('2.1.0-rc3')
+    print('2.1.0-rc4')
diff --git a/python/sparknlp/annotator.py b/python/sparknlp/annotator.py
index 9145806abd85cd..7dc4007751d3ff 100755
--- a/python/sparknlp/annotator.py
+++ b/python/sparknlp/annotator.py
@@ -44,7 +44,7 @@
     pass
 
 
-class Tokenizer(AnnotatorModel):
+class Tokenizer(AnnotatorApproach):
 
     targetPattern = Param(Params._dummy(),
                           "targetPattern",
@@ -66,15 +66,20 @@ class Tokenizer(AnnotatorModel):
                           "regex patterns that match tokens within a single target. groups identify different sub-tokens. multiple defaults",
                           typeConverter=TypeConverters.toListString)
 
-    compositeTokens = Param(Params._dummy(),
-                            "compositeTokens",
-                            "Words that won't be split in two",
-                            typeConverter=TypeConverters.toListString)
-
-    exceptionTokens = Param(Params._dummy(),
-                            "exceptionTokens",
+    exceptions = Param(Params._dummy(),
+                            "exceptions",
                             "Words that won't be affected by tokenization rules",
-                            typeConverter=TypeConverters.toListString)
+                       typeConverter=TypeConverters.toListString)
+
+    exceptionsPath = Param(Params._dummy(),
+                       "exceptionsPath",
+                       "path to file containing list of exceptions",
+                       typeConverter=TypeConverters.toString)
+
+    caseSensitiveExceptions = Param(Params._dummy(),
+                                    "caseSensitiveExceptions",
+                                    "Whether to care for case sensitiveness in exceptions",
+                                    typeConverter=TypeConverters.toBoolean)
 
     contextChars = Param(Params._dummy(),
                          "contextChars",
@@ -89,12 +94,12 @@ class Tokenizer(AnnotatorModel):
     name = 'Tokenizer'
 
     @keyword_only
-    def __init__(self, classname="com.johnsnowlabs.nlp.annotators.Tokenizer", java_model=None):
-        super(Tokenizer, self).__init__(classname=classname, java_model=java_model)
-
+    def __init__(self):
+        super(Tokenizer, self).__init__(classname="com.johnsnowlabs.nlp.annotators.Tokenizer")
         self._setDefault(
             targetPattern="\\S+",
-            contextChars=[".", ",", ";", ":", "!", "?", "*", "-", "(", ")", "\"", "'"]
+            contextChars=[".", ",", ";", ":", "!", "?", "*", "-", "(", ")", "\"", "'"],
+            caseSensitiveExceptions=True
         )
 
     def getInfixPatterns(self):
@@ -106,12 +111,6 @@ def getSuffixPattern(self):
     def getPrefixPattern(self):
         return self.getOrDefault("prefixPattern")
 
-    def getCompositeTokens(self):
-        return self.getOrDefault("compositeTokens")
-
-    def getExceptionTokens(self):
-        return self.getOrDefault("exceptionTokens")
-
     def getContextChars(self):
         return self.getOrDefault("contextChars")
 
@@ -127,17 +126,6 @@ def setPrefixPattern(self, value):
     def setSuffixPattern(self, value):
         return self._set(suffixPattern=value)
 
-    def setCompositeTokens(self, value):
-        return self._set(compositeTokens=value)
-
-    def addCompositeTokens(self, value):
-        composite_tokens = self.getCompositeTokens()
-        if composite_tokens:
-            composite_tokens.append(value)
-        else:
-            composite_tokens = [value]
-        return self._set(compositeTokens=composite_tokens)
-
     def setInfixPatterns(self, value):
         return self._set(infixPatterns=value)
 
@@ -149,16 +137,25 @@ def addInfixPattern(self, value):
         infix_patterns.insert(0, value)
         return self._set(infixPatterns=infix_patterns)
 
-    def setExceptionTokens(self, value):
-        return self._set(exceptionTokens=value)
+    def setExceptions(self, value):
+        return self._set(exceptions=value)
+
+    def getExceptions(self):
+        return self.getOrDefault("exceptions")
 
-    def addExceptionTokens(self, value):
+    def addException(self, value):
         try:
-            exception_tokens = self.getExceptionTokens()
+            exception_tokens = self.getExceptions()
         except KeyError:
             exception_tokens = []
         exception_tokens.append(value)
-        return self._set(exceptionTokens=exception_tokens)
+        return self._set(exceptions=exception_tokens)
+
+    def setCaseSensitiveExceptions(self, value):
+        return self._set(caseSensitiveExceptions=value)
+
+    def getCaseSensitiveExceptions(self):
+        return self.getOrDefault("caseSensitiveExceptions")
 
     def setContextChars(self, value):
         return self._set(contextChars=value)
@@ -182,12 +179,49 @@ def addSplitChars(self, value):
         split_chars.append(value)
         return self._set(splitChars=split_chars)
 
+    def _create_model(self, java_model):
+        return TokenizerModel(java_model=java_model)
+
     @staticmethod
     def pretrained(name="token_rules", lang="en", remote_loc=None):
         from sparknlp.pretrained import ResourceDownloader
         return ResourceDownloader.downloadModel(Tokenizer, name, lang, remote_loc)
 
 
+class TokenizerModel(AnnotatorModel):
+    name = "TokenizerModel"
+
+    exceptions = Param(Params._dummy(),
+                       "exceptions",
+                       "Words that won't be affected by tokenization rules",
+                       typeConverter=TypeConverters.toListString)
+
+    caseSensitiveExceptions = Param(Params._dummy(),
+                                    "caseSensitiveExceptions",
+                                    "Whether to care for case sensitiveness in exceptions",
+                                    typeConverter=TypeConverters.toBoolean)
+
+    targetPattern = Param(Params._dummy(),
+                          "targetPattern",
+                          "pattern to grab from text as token candidates. Defaults \S+",
+                          typeConverter=TypeConverters.toString)
+
+    rules = Param(Params._dummy(),
+                  "rules",
+                  "Rules structure factory containing pre processed regex rules",
+                  typeConverter=TypeConverters.identity)
+
+    def __init__(self, classname="com.johnsnowlabs.nlp.annotators.TokenizerModel", java_model=None):
+        super(TokenizerModel, self).__init__(
+            classname=classname,
+            java_model=java_model
+        )
+        self._setDefault(
+            targetPattern="\\S+",
+            caseSensitiveExceptions=True
+        )
+
+
 class ChunkTokenizer(Tokenizer):
     name = 'ChunkTokenizer'
 
diff --git a/python/test/annotators.py b/python/test/annotators.py
index 86a23a3a7f8c2d..3b8872e3597fef 100644
--- a/python/test/annotators.py
+++ b/python/test/annotators.py
@@ -20,7 +20,7 @@ def runTest(self):
         tokenizer = Tokenizer() \
             .setInputCols(["document"]) \
             .setOutputCol("token") \
-            .setCompositeTokens(["New York"]) \
+            .setExceptions(["New York"]) \
             .addInfixPattern("(%\\d+)")
         stemmer = Stemmer() \
             .setInputCols(["token"]) \
@@ -36,7 +36,7 @@ def runTest(self):
             .setOutputCols(["reassembled_view"]) \
             .setCleanAnnotations(True)
         assembled = document_assembler.transform(self.data)
-        tokenized = tokenizer.transform(assembled)
+        tokenized = tokenizer.fit(assembled).transform(assembled)
         stemmed = stemmer.transform(tokenized)
         normalized = normalizer.fit(stemmed).transform(stemmed)
         reassembled = token_assembler.transform(normalized)
@@ -81,7 +81,7 @@ def runTest(self):
             .setDictionary(path="file:///" + os.getcwd() + "/../src/test/resources/lemma-corpus-small/lemmas_small.txt",
                            key_delimiter="->", value_delimiter="\t")
         assembled = document_assembler.transform(self.data)
-        tokenized = tokenizer.transform(assembled)
+        tokenized = tokenizer.fit(assembled).transform(assembled)
         lemmatizer.fit(tokenized).transform(tokenized).show()
 
 
@@ -104,7 +104,7 @@ def runTest(self):
             .setOutputCols(["token_out"]) \
             .setOutputAsArray(True)
         assembled = document_assembler.transform(data)
-        tokenized = tokenizer.transform(assembled)
+        tokenized = tokenizer.fit(assembled).transform(assembled)
         finished = finisher.transform(tokenized)
         print(finished.first()['token_out'])
         self.assertEqual(len(finished.first()['token_out']), 7)
@@ -158,7 +158,7 @@ def runTest(self):
             .setLowercase(False)
 
         assembled = document_assembler.transform(self.data)
-        tokenized = tokenizer.transform(assembled)
+        tokenized = tokenizer.fit(assembled).transform(assembled)
         lemmatizer.transform(tokenized).show()
 
 
@@ -196,7 +196,7 @@ def runTest(self):
             .setOutputCol("entity") \
             .setEntities(path="file:///" + os.getcwd() + "/../src/test/resources/entity-extractor/test-phrases.txt")
         assembled = document_assembler.transform(self.data)
-        tokenized = tokenizer.transform(assembled)
+        tokenized = tokenizer.fit(assembled).transform(assembled)
         entity_extractor.fit(tokenized).transform(tokenized).show()
 
 
@@ -228,7 +228,7 @@ def runTest(self):
 
         assembled = document_assembler.transform(self.data)
         sentenced = sentence_detector.transform(assembled)
-        tokenized = tokenizer.transform(sentenced)
+        tokenized = tokenizer.fit(sentenced).transform(sentenced)
         pos_tagger.transform(tokenized).show()
 
 
@@ -263,7 +263,7 @@ def runTest(self):
             .setRegexParsers(["<NNP>+", "<DT|PP\\$>?<JJ>*<NN>"])
         assembled = document_assembler.transform(self.data)
         sentenced = sentence_detector.transform(assembled)
-        tokenized = tokenizer.transform(sentenced)
+        tokenized = tokenizer.fit(sentenced).transform(sentenced)
         pos_sentence_format = pos_tagger.transform(tokenized)
         chunk_phrases = chunker.transform(pos_sentence_format)
         chunk_phrases.show()
@@ -352,7 +352,7 @@ def runTest(self):
             delimiter=",")
         assembled = document_assembler.transform(self.data)
         sentenced = sentence_detector.transform(assembled)
-        tokenized = tokenizer.transform(sentenced)
+        tokenized = tokenizer.fit(sentenced).transform(sentenced)
         lemmatized = lemmatizer.fit(tokenized).transform(tokenized)
         sentiment_detector.fit(lemmatized).transform(lemmatized).show()
 
@@ -622,7 +622,7 @@ def runTest(self):
 
         assembled = document_assembler.transform(self.data)
         sentenced = sentence_detector.transform(assembled)
-        tokenized = tokenizer.transform(sentenced)
+        tokenized = tokenizer.fit(sentenced).transform(sentenced)
         pos_tagged = pos_tagger.transform(tokenized)
         dependency_parsed = dependency_parser.fit(pos_tagged).transform(pos_tagged)
         dependency_parsed.show()
@@ -668,7 +668,7 @@ def runTest(self):
 
         assembled = document_assembler.transform(self.data)
         sentenced = sentence_detector.transform(assembled)
-        tokenized = tokenizer.transform(sentenced)
+        tokenized = tokenizer.fit(sentenced).transform(sentenced)
         pos_tagged = pos_tagger.transform(tokenized)
         dependency_parsed = dependency_parser.fit(pos_tagged).transform(pos_tagged)
         dependency_parsed.show()
@@ -721,7 +721,7 @@ def runTest(self):
 
         assembled = document_assembler.transform(self.data)
         sentenced = sentence_detector.transform(assembled)
-        tokenized = tokenizer.transform(sentenced)
+        tokenized = tokenizer.fit(sentenced).transform(sentenced)
         pos_tagged = pos_tagger.transform(tokenized)
         dependency_parsed = dependency_parser.fit(pos_tagged).transform(pos_tagged)
         typed_dependency_parsed = typed_dependency_parser.fit(dependency_parsed).transform(dependency_parsed)
@@ -775,7 +775,7 @@ def runTest(self):
 
         assembled = document_assembler.transform(self.data)
         sentenced = sentence_detector.transform(assembled)
-        tokenized = tokenizer.transform(sentenced)
+        tokenized = tokenizer.fit(sentenced).transform(sentenced)
         pos_tagged = pos_tagger.transform(tokenized)
         dependency_parsed = dependency_parser.fit(pos_tagged).transform(pos_tagged)
         typed_dependency_parsed = typed_dependency_parser.fit(dependency_parsed).transform(dependency_parsed)
diff --git a/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala b/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
index 75eedea5870a2b..d5ab56d45a2cdb 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
@@ -4,7 +4,7 @@ import org.apache.spark.sql.SparkSession
 
 object SparkNLP {
 
-  val currentVersion = "2.1.0-rc3"
+  val currentVersion = "2.1.0-rc4"
 
   def start(includeOcr: Boolean = false): SparkSession = {
     val build = SparkSession.builder()
@@ -15,11 +15,11 @@ object SparkNLP {
 
     if (includeOcr) {
       build
-        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc3,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc3,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3")
+        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc4,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc4,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3")
         .config("spark.jars.repositories", "http://repo.spring.io/plugins-release")
     } else {
       build
-        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc3")
+        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc4")
     }
 
     build.getOrCreate()
diff --git a/src/main/scala/com/johnsnowlabs/util/Build.scala b/src/main/scala/com/johnsnowlabs/util/Build.scala
index 1433c295c7e388..a9bd1850f6910f 100644
--- a/src/main/scala/com/johnsnowlabs/util/Build.scala
+++ b/src/main/scala/com/johnsnowlabs/util/Build.scala
@@ -11,6 +11,6 @@ object Build {
     if (version != null && version.nonEmpty)
       version
     else
-      "2.1.0-rc3"
+      "2.1.0-rc4"
   }
 }
\ No newline at end of file

From c63c9621ce67af4aba899993acea1b33d09f49f3 Mon Sep 17 00:00:00 2001
From: danilojsl <danilo@johnsnowlabs.com>
Date: Thu, 11 Jul 2019 21:43:17 -0500
Subject: [PATCH 29/36] Refactor NER evaluators

---
 build.sbt                                     |   2 -
 .../nlp/eval/DependencyParserEvaluation.scala | 156 ----------
 .../nlp/eval/NerCrfEvaluation.scala           | 270 ++++++++----------
 .../nlp/eval/NerDLEvaluation.scala            |  19 +-
 .../nlp/eval/NorvigSpellEvaluation.scala      |  22 +-
 .../nlp/eval/SymSpellEvaluation.scala         |  14 +-
 .../TypedDependencyParserEvaluation.scala     | 163 -----------
 .../nlp/eval/NerCrfEvalTesSpec.scala          |  35 +++
 .../nlp/eval/NerDLEvalTesSpec.scala           |  11 +-
 .../nlp/eval/NorvigSpellEvalTestSpec.scala    |   9 +-
 .../nlp/eval/SymSpellEvalTestSpec.scala       |   9 +-
 11 files changed, 188 insertions(+), 522 deletions(-)
 delete mode 100644 eval/src/main/scala/com/johnsnowlabs/nlp/eval/DependencyParserEvaluation.scala
 delete mode 100644 eval/src/main/scala/com/johnsnowlabs/nlp/eval/TypedDependencyParserEvaluation.scala
 create mode 100644 eval/src/test/scala/com/johnsnowlabs/nlp/eval/NerCrfEvalTesSpec.scala

diff --git a/build.sbt b/build.sbt
index 1c9c5ac79c6f68..4634a8f9cc574e 100644
--- a/build.sbt
+++ b/build.sbt
@@ -205,8 +205,6 @@ lazy val evaluation = (project in file("eval"))
     assemblyMergeStrategy in assembly := evalMergeRules,
 
     libraryDependencies ++= testDependencies ++ Seq(
-      "org.apache.spark" %% "spark-core" % sparkVer,
-      "org.apache.spark" %% "spark-mllib" % sparkVer,
       "org.mlflow" % "mlflow-client" % "1.0.0"
     ),
 
diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/DependencyParserEvaluation.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/DependencyParserEvaluation.scala
deleted file mode 100644
index dbccef0eaf3482..00000000000000
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/DependencyParserEvaluation.scala
+++ /dev/null
@@ -1,156 +0,0 @@
-package com.johnsnowlabs.nlp.eval
-
-import scala.collection.mutable
-
-import com.johnsnowlabs.nlp.base._
-import com.johnsnowlabs.nlp.annotator._
-
-import com.johnsnowlabs.nlp.annotators._
-import com.johnsnowlabs.util.{Benchmark, PipelineModels}
-
-import org.apache.spark.ml.{Pipeline, PipelineModel}
-import org.apache.spark.sql.{Dataset, SparkSession}
-import org.apache.spark.sql.functions._
-
-object DependencyParserEvaluation extends App {
-
-  private val spark = SparkSession.builder()
-    .appName("benchmark")
-    .master("local[*]")
-    .config("spark.driver.memory", "2G")
-    .config("spark.kryoserializer.buffer.max", "200M")
-    .config("spark.serializer", "org.apache.spark.serializer.KryoSerializer")
-    .getOrCreate()
-
-  import spark.implicits._
-
-  private val testingFile = "src/main/resources/parsers/test.conllu.txt"
-  private val trainingFile = "src/main/resources/parsers/train.conllu.small.txt"
-
-  private val documentAssembler = new DocumentAssembler()
-    .setInputCol("text")
-    .setOutputCol("document")
-
-  private val sentenceDetector = new SentenceDetector()
-    .setInputCols(Array("document"))
-    .setOutputCol("sentence")
-
-  private val tokenizer = new Tokenizer()
-    .setInputCols(Array("sentence"))
-    .setOutputCol("token")
-
-  private val posTagger = PerceptronModel.pretrained()
-    .setInputCols(Array("token", "sentence"))
-    .setOutputCol("pos")
-
-  private val dependencyParserConllU = new DependencyParserApproach()
-    .setInputCols(Array("sentence", "pos", "token"))
-    .setOutputCol("dependency")
-    .setConllU(trainingFile)
-    .setNumberOfIterations(15)
-
-  private val pipeline = new Pipeline()
-    .setStages(Array(
-      documentAssembler,
-      sentenceDetector,
-      tokenizer,
-      posTagger,
-      dependencyParserConllU
-    ))
-
-  private val emptyDataSet = PipelineModels.dummyDataset
-  var dependencyParserModel: PipelineModel = _
-  Benchmark.measure("[Dependency Parser] Time to train") {
-    dependencyParserModel = pipeline.fit(emptyDataSet)
-  }
-
-  val testDataSet = getTestDataSet(testingFile)
-  println("Test Dataset")
-  testDataSet.show(100,false)
-
-  val predictionDataSet = dependencyParserModel.transform(testDataSet)
-  Benchmark.measure("[Dependency Parser] Time to show") {
-    predictionDataSet.select("dependency").show(false)
-  }
-
-  println("Ground Truth Dataset")
-  private val groundTruthDataSet = getCoNLLUDataSet(testingFile).select("form", "head")
-  groundTruthDataSet.show(100,false)
-
-  println("Evaluation Dataset")
-  private val evaluationDataSet = getEvaluationDataSet(predictionDataSet, groundTruthDataSet)
-  evaluationDataSet.show(100, false)
-  computeAccuracy(evaluationDataSet)
-
-  def getTestDataSet(testFile: String): Dataset[_] = {
-    val testDataSet = getCoNLLUDataSet(testFile).select("id", "form")
-    testDataSet.withColumn("sentence_id", getSentenceId($"id"))
-               .groupBy("sentence_id")
-               .agg(count("id"), collect_list("form").as("form_list"))
-               .withColumn("text", concat_ws(" " , $"form_list"))
-               .select("text")
-               .sort($"sentence_id")
-  }
-
-  private var counter = 0
-
-  private def getSentenceId = udf { tokenId: String =>
-    if (tokenId == "1") {
-      counter += 1
-    }
-    counter.toString
-  }
-
-  private def getDependencies(relations: Seq[String]): Seq[String] = {
-    relations.map(relation => relation.split(",")(1)
-                                      .replace(")",""))
-  }
-
-  private def getHeads(metaData: Seq[Map[String, String]]): Seq[String] = {
-    metaData.map(metaDatum => metaDatum.getOrElse("head", "-1"))
-  }
-
-  def getCoNLLUDataSet(conllUFile: String): Dataset[_]  = {
-    spark.read.option("comment", "#").option("delimiter", "\\t")
-      .csv(conllUFile)
-      .withColumnRenamed("_c0", "id")
-      .withColumnRenamed("_c1", "form")
-      .withColumnRenamed("_c2", "lemma")
-      .withColumnRenamed("_c3", "upos")
-      .withColumnRenamed("_c4", "xpos")
-      .withColumnRenamed("_c5", "feats")
-      .withColumnRenamed("_c6", "head")
-      .withColumnRenamed("_c7", "deprel")
-      .withColumnRenamed("_c8", "deps")
-      .withColumnRenamed("_c9", "misc")
-  }
-
-  def getEvaluationDataSet(predictionDataSet: Dataset[_], groundTruthDataSet: Dataset[_]): Dataset[_] = {
-    val cleanPredictionDataSet = processPredictionDataSet(predictionDataSet)
-    println("Prediction Dataset")
-    cleanPredictionDataSet.show(100, false)
-    val evaluationDataSet = cleanPredictionDataSet.withColumn("id", monotonically_increasing_id())
-      .join(groundTruthDataSet.withColumn("id", monotonically_increasing_id()), Seq("id"))
-      .drop("id")
-    evaluationDataSet.select("form", "predicted_head", "head")
-  }
-
-  def processPredictionDataSet(dataSet: Dataset[_]): Dataset[_] = {
-    val cleanPrediction: Seq[(String, String)] =  predictionDataSet.select("dependency.result",
-      "dependency.metadata").rdd.map { row =>
-      val relations: Seq[String] = row.get(0).asInstanceOf[mutable.WrappedArray[String]].toList
-      val dependencies = getDependencies(relations)
-      val metaData: Seq[Map[String, String]] = row.get(1).asInstanceOf[mutable.WrappedArray[Map[String, String]]]
-      val heads = getHeads(metaData)
-      (dependencies, heads)
-    }.collect().flatMap(row => row._1 zip row._2)
-    cleanPrediction.toDF("form_prediction", "predicted_head")
-  }
-
-  def computeAccuracy(evaluationDataSet: Dataset[_]): Unit = {
-    val accuracyDataSet = evaluationDataSet.withColumn("result",
-      when($"predicted_head" === $"head", 1).otherwise(0))
-    accuracyDataSet.select(avg(col("result"))).alias("accuracy").show()
-  }
-
-}
diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerCrfEvaluation.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerCrfEvaluation.scala
index 5308d47f92b775..eaf92d1ce1bc3a 100644
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerCrfEvaluation.scala
+++ b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerCrfEvaluation.scala
@@ -2,43 +2,105 @@ package com.johnsnowlabs.nlp.eval
 
 import java.io.File
 
-import com.johnsnowlabs.nlp.base._
-import com.johnsnowlabs.nlp.annotator._
-
-import com.johnsnowlabs.nlp.annotators._
-import com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat
+import com.johnsnowlabs.nlp.annotator.{NerConverter, NerCrfApproach, PerceptronModel, SentenceDetector, WordEmbeddings}
+import com.johnsnowlabs.nlp.annotators.Tokenizer
+import com.johnsnowlabs.nlp.base.DocumentAssembler
+import com.johnsnowlabs.nlp.eval.util.LoggingData
 import com.johnsnowlabs.nlp.training.CoNLL
 import com.johnsnowlabs.util.{Benchmark, PipelineModels}
-
 import org.apache.spark.ml.{Pipeline, PipelineModel}
 import org.apache.spark.mllib.evaluation.MulticlassMetrics
 import org.apache.spark.sql.{Dataset, SparkSession}
-import org.apache.spark.sql.functions._
+import org.apache.spark.sql.functions.{col, udf}
+
+import scala.collection.mutable
+
+class NerCrfEvaluation(testFile: String, format: String) {
+
+  var loggingData: LoggingData = _
+
+  private case class NerEvalCrfConfiguration(trainFile: String, format: String, modelPath: String,
+                                             sparkSession: SparkSession, NerCrfApproach: NerCrfApproach,
+                                             wordEmbeddings: WordEmbeddings)
+
+  def computeAccuracyAnnotator(modelPath: String, trainFile: String, NerCrfApproach: NerCrfApproach,
+                               wordEmbeddings: WordEmbeddings): Unit = {
+
+    val spark = SparkSession.builder()
+      .appName("benchmark")
+      .master("local[*]")
+      .config("spark.driver.memory", "8G")
+      .config("spark.kryoserializer.buffer.max", "200M")
+      .config("spark.serializer", "org.apache.spark.serializer.KryoSerializer")
+      .getOrCreate()
+
+    val nerEvalCrfConfiguration = NerEvalCrfConfiguration(trainFile, format, modelPath, spark,
+      NerCrfApproach, wordEmbeddings)
+
+    loggingData = new LoggingData("LOCAL", this.getClass.getSimpleName, "Named Entity Recognition")
+    //loggingData.logNerCrfParams(NerCrfApproach)
+    evaluateDataSet(testFile, nerEvalCrfConfiguration)
+    loggingData.closeLog()
+  }
 
-object NerCrfEvaluation extends App {
+  private def evaluateDataSet(testFile: String, nerEvalCrfConfiguration: NerEvalCrfConfiguration):
+  Unit = {
+    val nerDataSet = CoNLL().readDataset(nerEvalCrfConfiguration.sparkSession, testFile).cache()
+    val labels = getEntitiesLabels(nerDataSet, "label.result", nerEvalCrfConfiguration.format)
+    println("Entities: " + labels)
+    val predictionDataSet = getPredictionDataSet(nerDataSet, nerEvalCrfConfiguration)
+    val evaluationDataSet = getEvaluationDataSet(predictionDataSet, labels, nerEvalCrfConfiguration.format,
+      nerEvalCrfConfiguration.sparkSession)
+    println("Evaluation Dataset")
+    evaluationDataSet.show(5, false)
+    computeAccuracy(evaluationDataSet, labels, nerEvalCrfConfiguration.sparkSession)
+  }
 
-  private val spark = SparkSession.builder()
-    .appName("benchmark")
-    .master("local[*]")
-    .config("spark.driver.memory", "8G")
-    .config("spark.kryoserializer.buffer.max", "200M")
-    .config("spark.serializer", "org.apache.spark.serializer.KryoSerializer")
-    .getOrCreate()
+  def getPredictionDataSet(nerDataSet: Dataset[_], nerEvalCrfConfiguration: NerEvalCrfConfiguration):
+  Dataset[_] = {
+    val nerModel = getNerModel(nerEvalCrfConfiguration)
+    val predictionDataSet = nerModel.transform(nerDataSet)
+      .select(col("label.result").alias("label"),
+        col("ner.result").alias("prediction"))
+    Benchmark.measure("Time to show prediction dataset") {
+      predictionDataSet.show(5)
+    }
+    predictionDataSet
+  }
 
-  import spark.implicits._
+  def getEntitiesLabels(dataSet: Dataset[_], column: String, format: String): List[String] = {
+    val entities: Seq[String] = dataSet.select(dataSet(column)).collect.flatMap(_.toSeq).flatMap { entitiesArray =>
+      val entities = entitiesArray.asInstanceOf[mutable.WrappedArray[String]]
+      if (format == "IOB") {
+        entities
+      } else {
+        entities.map(element => element.replace("I-", "").replace("B-", ""))
+      }
+    }
+    entities.toList.distinct
+  }
 
-  println("Accuracy Metrics for NER CEF")
+  def getNerModel(nerEvalCrfConfiguration: NerEvalCrfConfiguration): PipelineModel = {
+    if (new File(nerEvalCrfConfiguration.modelPath).exists()) {
+      PipelineModel.load(nerEvalCrfConfiguration.modelPath)
+    } else {
+      var model: PipelineModel = null
+      Benchmark.setPrint(false)
+      val time = Benchmark.measure(1, false, "Time to train") {
+        val nerPipeline = getNerPipeline(nerEvalCrfConfiguration)
+        model = nerPipeline.fit(PipelineModels.dummyDataset)
+      }
+      loggingData.logMetric("training time/s", time)
+      model.write.overwrite().save(nerEvalCrfConfiguration.modelPath)
+      model
+    }
+  }
 
-  private val trainFile = "./eng.train"
-  private val testFile = "./eng.testa"
-  private val trainDataSet = CoNLL().readDataset(spark, trainFile).cache()
-  println("Train Dataset")
-  trainDataSet.show(5)
-  private val numberOfEpochs = 1
-  evaluateDataSet("Testing Dataset", testFile, format = "IOB")
-  evaluateDataSet("Testing Dataset", testFile)
+  def getNerPipeline(nerEvalCrfConfiguration: NerEvalCrfConfiguration): Pipeline = {
 
-  def getNerPipeline: Pipeline = {
+    val trainDataSet = CoNLL().readDataset(nerEvalCrfConfiguration.sparkSession, nerEvalCrfConfiguration.trainFile)
+    println("Train Dataset")
+    trainDataSet.show(5)
 
     val documentAssembler = new DocumentAssembler()
       .setInputCol("text")
@@ -51,27 +113,12 @@ object NerCrfEvaluation extends App {
     val tokenizer = new Tokenizer()
       .setInputCols(Array("sentence"))
       .setOutputCol("token")
-      .setPrefixPattern("\\A([^\\s\\p{L}$\\.']*)")
-
-    val glove = new WordEmbeddings()
-      .setInputCols("sentence", "token")
-      .setOutputCol("glove")
-      .setEmbeddingsSource("./glove.6B.100d.txt",
-        100, WordEmbeddingsFormat.TEXT)
-      .setCaseSensitive(true)
-
-    val readyData = glove.fit(trainDataSet).transform(trainDataSet).cache()
 
     val posTagger = PerceptronModel.pretrained()
 
-    val nerTagger = new NerCrfApproach()
-      .setInputCols(Array("sentence", "token", "pos", "glove"))
-      .setLabelColumn("label")
-      .setOutputCol("ner")
-      .setMaxEpochs(numberOfEpochs)
-      .setRandomSeed(0)
-      .setVerbose(2)
-      .fit(readyData)
+    val readyData = nerEvalCrfConfiguration.wordEmbeddings.fit(trainDataSet).transform(trainDataSet).cache()
+
+    val nerTagger = nerEvalCrfConfiguration.NerCrfApproach.fit(readyData)
 
     val converter = new NerConverter()
       .setInputCols(Array("document", "token", "ner"))
@@ -82,7 +129,7 @@ object NerCrfEvaluation extends App {
         sentenceDetector,
         tokenizer,
         posTagger,
-        glove,
+        nerEvalCrfConfiguration.wordEmbeddings,
         nerTagger,
         converter))
 
@@ -90,78 +137,23 @@ object NerCrfEvaluation extends App {
 
   }
 
-  def getTokenPipeline: Pipeline = {
-    val documentAssembler = new DocumentAssembler()
-      .setInputCol("text")
-      .setOutputCol("document")
-
-    val sentenceDetector = new SentenceDetector()
-      .setInputCols(Array("document"))
-      .setOutputCol("sentence")
-
-    val tokenizer = new Tokenizer()
-      .setInputCols(Array("sentence"))
-      .setOutputCol("token")
-      .setPrefixPattern("\\A([^\\s\\p{L}$\\.']*)")
-
-    val pipeline = new Pipeline().setStages(
-      Array(
-        documentAssembler,
-        sentenceDetector,
-        tokenizer))
-
-    pipeline
-
-  }
-
-  def getNerModel(trainDataSet: Dataset[_]): PipelineModel = {
-    if (new File("./ner_crf_model_"+numberOfEpochs).exists()) {
-      PipelineModel.load("./ner_crf_model_"+numberOfEpochs)
-    } else {
-      var model: PipelineModel = null
-      Benchmark.time("Time to train") {
-        val nerPipeline = getNerPipeline
-        model = nerPipeline.fit(trainDataSet)
+  def getEvaluationDataSet(dataSet: Dataset[_], labels: List[String], format: String, sparkSession: SparkSession): Dataset[_] = {
+    import sparkSession.implicits._
+    val labelAndPrediction: Seq[(String, String)] = dataSet.select("label", "prediction").rdd.map { row =>
+      val labelColumn: Seq[String] = row.get(0).asInstanceOf[mutable.WrappedArray[String]]
+      val predictionColumn: Seq[String] = row.get(1).asInstanceOf[mutable.WrappedArray[String]]
+      if (format == "IOB") {
+        (labelColumn.toList, predictionColumn.toList)
+      } else {
+        val groupLabelColumn = labelColumn.map(element => element.replace("I-", "")
+          .replace("B-", ""))
+        val groupPredictionColumn = predictionColumn.map(element => element.replace("I-", "")
+          .replace("B-", ""))
+        (groupLabelColumn.toList, groupPredictionColumn.toList)
       }
-      model.write.overwrite().save("./ner_crf_model_"+numberOfEpochs)
-      model
-    }
-  }
-
-  def getTrainDataSetWithTokens(pathDataSet: String): Dataset[_] = {
-    var trainDataSet = spark.read.option("delimiter", " ").csv(pathDataSet)
-      .withColumnRenamed("_c0", "text")
-      .withColumnRenamed("_c3", "ground_truth")
-
-    trainDataSet = trainDataSet.select("text", "ground_truth")
-    trainDataSet = trainDataSet.filter("text != '-DOCSTART-'")
-    val pipeline = getTokenPipeline
-    pipeline.fit(trainDataSet).transform(trainDataSet)
-      .filter("ground_truth is not null")
-  }
-
-  def getEntitiesLabels(dataSet: Dataset[_], column: String, format: String): List[String] = {
-    val labels = dataSet.select(dataSet(column)).distinct()
-      .rdd.map(row => row.get(0)).collect().toList
-      .filter(_ != null)
-    if (format == "IOB"){
-      labels.asInstanceOf[List[String]]
-    } else {
-      labels.asInstanceOf[List[String]]
-        .map(element => element.replace("I-", "").replace("B-", ""))
-        .distinct
-    }
-  }
-
-  def getEvaluationDataSet(dataSet: Dataset[_], labels: List[String], format: String): Dataset[_] = {
-
-    dataSet
-      .withColumnRenamed("result", "prediction")
-      .withColumnRenamed("ground_truth", "label")
-      .withColumn("prediction", col("prediction").cast("string"))
-      .withColumn("prediction", cleanPrediction(col("prediction")))
-      .withColumn("label", formatEntities(format)(col("label")))
-      .withColumn("prediction", formatEntities(format)(col("prediction")))
+    }.collect().flatMap(row => row._1 zip row._2)
+    val evaluationDataSet = labelAndPrediction.toDF("label", "prediction")
+    evaluationDataSet
       .withColumn("labelIndex", getLabelIndex(labels)(col("label")))
       .withColumn("predictionIndex", getLabelIndex(labels)(col("prediction")))
       .filter(col("label") =!= 'O')
@@ -172,55 +164,27 @@ object NerCrfEvaluation extends App {
     index.toDouble
   }
 
-  private def cleanPrediction = udf { label: String =>
-    label.replace("[", "").replace("]", "")
-  }
-
-  private def formatEntities(format: String) = udf { entity: String =>
-    if (format == "IOB") {
-      entity
-    } else {
-      entity.replace("I-", "").replace("B-", "")
-    }
-  }
-
-  private def evaluateDataSet(dataSetType: String, dataSetFile: String, format: String = ""): Unit = {
-    val trainDataSet = getTrainDataSetWithTokens(dataSetFile)
-    val labels = getEntitiesLabels(trainDataSet, "ground_truth", format)
-    println("Entities: " + labels)
-    val nerModel = getNerModel(trainDataSet)
-    var predictionDataSet: Dataset[_] = PipelineModels.dummyDataset
-    println(s"Accuracy for $dataSetType")
-    Benchmark.measure("Time to transform") {
-      predictionDataSet = nerModel.transform(trainDataSet)
-        .select("ground_truth", "ner.result")
-    }
-    Benchmark.measure("Time to show prediction dataset") {
-      predictionDataSet.show(5)
-    }
-    val evaluationDataSet = getEvaluationDataSet(predictionDataSet, labels, format = format)
-    evaluationDataSet.show(5, false)
-    computeAccuracy(evaluationDataSet, labels)
-  }
-
-  private def computeAccuracy(dataSet: Dataset[_], labels: List[String]): Unit = {
+  private def computeAccuracy(dataSet: Dataset[_], labels: List[String], sparkSession: SparkSession): Unit = {
+    import sparkSession.implicits._
     val predictionLabelsRDD = dataSet.select("predictionIndex", "labelIndex")
       .map(r => (r.getDouble(0), r.getDouble(1)))
     val metrics = new MulticlassMetrics(predictionLabelsRDD.rdd)
     val accuracy = (metrics.accuracy * 1000).round / 1000.toDouble
-    println(s"Accuracy = $accuracy")
+    loggingData.logMetric("accuracy", accuracy)
     computeAccuracyByEntity(metrics, labels)
     computeMicroAverage(metrics)
   }
 
   private def computeAccuracyByEntity(metrics: MulticlassMetrics, labels: List[String]): Unit = {
     val predictedLabels = metrics.labels
-    predictedLabels.foreach{predictedLabel =>
+    predictedLabels.foreach { predictedLabel =>
       val entity = labels(predictedLabel.toInt)
       val precision = (metrics.precision(predictedLabel) * 1000).round / 1000.toDouble
       val recall = (metrics.recall(predictedLabel) * 1000).round / 1000.toDouble
       val f1Score = (metrics.fMeasure(predictedLabel) * 1000).round / 1000.toDouble
-      println(s"$entity: Precision = $precision, Recall = $recall, F1-Score = $f1Score")
+      loggingData.logMetric(entity + " precision", precision)
+      loggingData.logMetric(entity + " recall", recall)
+      loggingData.logMetric(entity + " f1-score", f1Score)
     }
   }
 
@@ -239,7 +203,7 @@ object NerCrfEvaluation extends App {
     totalP = totalP/totalClassNum
     totalR = totalR/totalClassNum
     val microAverage = 2 * ((totalP*totalR) / (totalP+totalR))
-    println(s"Micro-average F-1 Score:  ${(microAverage * 1000).round / 1000.toDouble}")
+    loggingData.logMetric("micro-average f1-score", (microAverage * 1000).round / 1000.toDouble)
   }
 
-}
\ No newline at end of file
+}
diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerDLEvaluation.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerDLEvaluation.scala
index cbf40a353bed3d..da6dbe3fc7ae50 100644
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerDLEvaluation.scala
+++ b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NerDLEvaluation.scala
@@ -15,16 +15,16 @@ import org.apache.spark.sql.{Dataset, SparkSession}
 
 import scala.collection.mutable
 
-object NerDLEvaluation extends App {
+class NerDLEvaluation(testFile: String, format: String) {
 
   var loggingData: LoggingData = _
 
-  private case class NerEvalDLConfiguration(trainFile: String, format:String, modelPath: String,
+  private case class NerEvalDLConfiguration(trainFile: String, format: String, modelPath: String,
                                             sparkSession: SparkSession, nerDLApproach: NerDLApproach,
                                             wordEmbeddings: WordEmbeddings)
 
-  def apply(testFile: String, format: String, modelPath: String, trainFile: String, nerDLApproach: NerDLApproach,
-            wordEmbeddings: WordEmbeddings): Unit = {
+  def computeAccuracyAnnotator(modelPath: String, trainFile: String, nerDLApproach: NerDLApproach,
+                               wordEmbeddings: WordEmbeddings): Unit = {
 
     val spark = SparkSession.builder()
       .appName("benchmark")
@@ -35,7 +35,7 @@ object NerDLEvaluation extends App {
       .getOrCreate()
 
     val nerEvalDLConfiguration = NerEvalDLConfiguration(trainFile, format, modelPath, spark,
-                                                        nerDLApproach, wordEmbeddings)
+      nerDLApproach, wordEmbeddings)
 
     loggingData = new LoggingData("LOCAL", this.getClass.getSimpleName, "Named Entity Recognition")
     loggingData.logNerDLParams(nerDLApproach)
@@ -59,10 +59,9 @@ object NerDLEvaluation extends App {
   def getPredictionDataSet(nerDataSet: Dataset[_], nerEvalDLConfiguration: NerEvalDLConfiguration):
   Dataset[_] = {
     val nerModel = getNerModel(nerEvalDLConfiguration)
-    var predictionDataSet: Dataset[_] = PipelineModels.dummyDataset
-    predictionDataSet = nerModel.transform(nerDataSet)
-        .select(col("label.result").alias("label"),
-          col("ner.result").alias("prediction"))
+    val predictionDataSet = nerModel.transform(nerDataSet)
+      .select(col("label.result").alias("label"),
+        col("ner.result").alias("prediction"))
     Benchmark.measure("Time to show prediction dataset") {
       predictionDataSet.show(5)
     }
@@ -136,7 +135,7 @@ object NerDLEvaluation extends App {
   }
 
   def getEvaluationDataSet(dataSet: Dataset[_], labels: List[String], format: String, sparkSession: SparkSession): Dataset[_] = {
-   import sparkSession.implicits._
+    import sparkSession.implicits._
     val labelAndPrediction: Seq[(String, String)] = dataSet.select("label", "prediction").rdd.map { row =>
       val labelColumn: Seq[String] = row.get(0).asInstanceOf[mutable.WrappedArray[String]]
       val predictionColumn: Seq[String] = row.get(1).asInstanceOf[mutable.WrappedArray[String]]
diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala
index 4328e02b8ad7ff..b39d2ecdc85db5 100644
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala
+++ b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala
@@ -1,22 +1,22 @@
 package com.johnsnowlabs.nlp.eval
 
 import com.johnsnowlabs.nlp.DocumentAssembler
-
-import scala.collection.mutable
-import com.johnsnowlabs.nlp.base._
 import com.johnsnowlabs.nlp.annotator._
-import com.johnsnowlabs.nlp.annotators.{TokenizerModel, _}
+import com.johnsnowlabs.nlp.annotators.Tokenizer
+import com.johnsnowlabs.nlp.base._
 import com.johnsnowlabs.nlp.eval.util.LoggingData
 import com.johnsnowlabs.util.{Benchmark, PipelineModels}
 import org.apache.spark.ml.{Pipeline, PipelineModel}
-import org.apache.spark.sql.{Dataset, SparkSession}
 import org.apache.spark.sql.functions._
+import org.apache.spark.sql.{Dataset, SparkSession}
+
+import scala.collection.mutable
 
-object NorvigSpellEvaluation extends App {
+class NorvigSpellEvaluation(testFile: String, groundTruthFile: String) {
 
   var loggingData: LoggingData = _
 
-  def apply(trainFile: String, spell: NorvigSweetingApproach, testFile: String, groundTruthFile: String): Unit = {
+  def computeAccuracyAnnotator(spell: NorvigSweetingApproach, trainFile: String): Unit = {
     loggingData = new LoggingData("LOCAL", this.getClass.getSimpleName, "Spell Checkers")
     loggingData.logNorvigParams(spell)
     computeAccuracy(trainFile, spell, testFile, groundTruthFile)
@@ -144,14 +144,8 @@ object NorvigSpellEvaluation extends App {
 
   private def getAccuracyByRow = udf { (prediction: mutable.WrappedArray[String],
                                         groundTruth: mutable.WrappedArray[String]) =>
-    val accuracy = computeAccuracyByRow(prediction.toSet, groundTruth.toSet)
-    accuracy
-  }
-
-  private def computeAccuracyByRow(prediction: Set[String], groundTruth: Set[String]): Float = {
     val numberOfCorrectWords = prediction.intersect(groundTruth).size.toFloat
-    val accuracy: Float = numberOfCorrectWords / groundTruth.size.toFloat
-    accuracy
+    numberOfCorrectWords / groundTruth.size.toFloat
   }
 
 }
diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/SymSpellEvaluation.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/SymSpellEvaluation.scala
index 3c17d84da64f0e..cfec019d39ee42 100644
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/SymSpellEvaluation.scala
+++ b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/SymSpellEvaluation.scala
@@ -3,7 +3,6 @@ package com.johnsnowlabs.nlp.eval
 import com.johnsnowlabs.nlp.annotator._
 import com.johnsnowlabs.nlp.annotators._
 import com.johnsnowlabs.nlp.base._
-import com.johnsnowlabs.nlp.eval.NorvigSpellEvaluation.loggingData
 import com.johnsnowlabs.nlp.eval.util.LoggingData
 import com.johnsnowlabs.util.{Benchmark, PipelineModels}
 import org.apache.spark.ml.{Pipeline, PipelineModel}
@@ -12,11 +11,11 @@ import org.apache.spark.sql.{Dataset, SparkSession}
 
 import scala.collection.mutable
 
-object SymSpellEvaluation extends App {
+class SymSpellEvaluation(testFile: String, groundTruthFile: String) {
 
   var loggingData: LoggingData = _
 
-  def apply(trainFile: String, spell: SymmetricDeleteApproach, testFile: String, groundTruthFile: String): Unit = {
+  def computeAccuracyAnnotator(trainFile: String, spell: SymmetricDeleteApproach): Unit = {
     loggingData = new LoggingData("LOCAL", this.getClass.getSimpleName, "Spell Checkers")
     loggingData.logSymSpellParams(spell)
     computeAccuracy(trainFile, spell, testFile, groundTruthFile)
@@ -144,14 +143,7 @@ object SymSpellEvaluation extends App {
 
   private def getAccuracyByRow = udf { (prediction: mutable.WrappedArray[String],
                                         groundTruth: mutable.WrappedArray[String]) =>
-    val accuracy = computeAccuracyByRow(prediction.toSet, groundTruth.toSet)
-    accuracy
-  }
-
-  def computeAccuracyByRow(prediction: Set[String], groundTruth: Set[String]): Float = {
     val numberOfCorrectWords = prediction.intersect(groundTruth).size.toFloat
-    val accuracy: Float = numberOfCorrectWords / groundTruth.size.toFloat
-    accuracy
+    numberOfCorrectWords / groundTruth.size.toFloat
   }
-
 }
diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/TypedDependencyParserEvaluation.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/TypedDependencyParserEvaluation.scala
deleted file mode 100644
index 73bd17a4cc0bde..00000000000000
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/TypedDependencyParserEvaluation.scala
+++ /dev/null
@@ -1,163 +0,0 @@
-package com.johnsnowlabs.nlp.eval
-
-import java.io.File
-import scala.collection.mutable
-
-import com.johnsnowlabs.nlp.base._
-import com.johnsnowlabs.nlp.annotator._
-
-import com.johnsnowlabs.nlp.annotators._
-import com.johnsnowlabs.util.{Benchmark, PipelineModels}
-
-import org.apache.spark.ml.{Pipeline, PipelineModel}
-import org.apache.spark.sql.{Dataset, SparkSession}
-import org.apache.spark.sql.functions._
-
-object TypedDependencyParserEvaluation extends App {
-
-  private val spark = SparkSession.builder()
-    .appName("benchmark")
-    .master("local[*]")
-    .config("spark.driver.memory", "6G")
-    .config("spark.kryoserializer.buffer.max", "200M")
-    .config("spark.serializer", "org.apache.spark.serializer.KryoSerializer")
-    .getOrCreate()
-
-  import spark.implicits._
-
-  private val testingFile = "src/main/resources/parsers/test.conllu.txt"
-  private val trainingFile =  "src/main/resources/parsers/train.conllu.small.txt"
-
-  private val documentAssembler = new DocumentAssembler()
-    .setInputCol("text")
-    .setOutputCol("document")
-
-  private val sentenceDetector = new SentenceDetector()
-    .setInputCols(Array("document"))
-    .setOutputCol("sentence")
-
-  private val tokenizer = new Tokenizer()
-    .setInputCols(Array("sentence"))
-    .setOutputCol("token")
-
-  private val posTagger = PerceptronModel.pretrained()
-    .setInputCols(Array("token", "sentence"))
-    .setOutputCol("pos")
-
-  private val dependencyParser = new DependencyParserApproach()
-    .setInputCols(Array("sentence", "pos", "token"))
-    .setOutputCol("dependency")
-    .setConllU(trainingFile)
-    .setNumberOfIterations(15)
-
-  private val typedDependencyParser = new TypedDependencyParserApproach()
-    .setInputCols(Array("token", "pos", "dependency"))
-    .setOutputCol("labdep")
-    .setConllU(trainingFile)
-    .setNumberOfIterations(3)
-
-  private val pipeline = new Pipeline()
-    .setStages(Array(
-      documentAssembler,
-      sentenceDetector,
-      tokenizer,
-      posTagger,
-      dependencyParser,
-      typedDependencyParser
-    ))
-
-  val emptyDataSet = PipelineModels.dummyDataset
-  var typedDependencyParserModel: PipelineModel = _
-  Benchmark.measure("[Typed Dependency Parser] Time to train") {
-    typedDependencyParserModel = pipeline.fit(emptyDataSet)
-  }
-
-  val testDataSet = getTestDataSet(testingFile)
-  println("Test Dataset")
-  testDataSet.show(100,false)
-
-  val predictionDataSet = typedDependencyParserModel.transform(testDataSet)
-  Benchmark.measure("[Typed Dependency Parser] Time to show") {
-    predictionDataSet.select("labdep").show(false)
-  }
-  predictionDataSet.show(false)
-  println("Ground Truth Dataset")
-  private val groundTruthDataSet = getCoNLLUDataSet(testingFile).select("form", "head", "deprel")
-  groundTruthDataSet.show(100,false)
-
-  println("Evaluation Dataset")
-  private val evaluationDataSet = getEvaluationDataSet(predictionDataSet, groundTruthDataSet)
-  evaluationDataSet.show(100, false)
-  computeAccuracy(evaluationDataSet)
-
-  def getTestDataSet(testFile: String): Dataset[_] = {
-    val testDataSet = getCoNLLUDataSet(testFile).select("id", "form")
-    testDataSet.withColumn("sentence_id", getSentenceId($"id"))
-      .groupBy("sentence_id")
-      .agg(count("id"), collect_list("form").as("form_list"))
-      .withColumn("text", concat_ws(" " , $"form_list"))
-      .select("text")
-      .sort($"sentence_id")
-  }
-
-  private var counter = 0
-
-  private def getSentenceId = udf { tokenId: String =>
-    if (tokenId == "1") {
-      counter += 1
-    }
-    counter.toString
-  }
-
-  private def getDependencies(relations: Seq[String]): Seq[String] = {
-    relations.map(relation => relation.split(",")(1)
-      .replace(")",""))
-  }
-
-  private def getHeads(metaData: Seq[Map[String, String]]): Seq[String] = {
-    metaData.map(metaDatum => metaDatum.getOrElse("head", "-1"))
-  }
-
-  def getCoNLLUDataSet(conllUFile: String): Dataset[_]  = {
-    spark.read.option("comment", "#").option("delimiter", "\\t")
-      .csv(conllUFile)
-      .withColumnRenamed("_c0", "id")
-      .withColumnRenamed("_c1", "form")
-      .withColumnRenamed("_c2", "lemma")
-      .withColumnRenamed("_c3", "upos")
-      .withColumnRenamed("_c4", "xpos")
-      .withColumnRenamed("_c5", "feats")
-      .withColumnRenamed("_c6", "head")
-      .withColumnRenamed("_c7", "deprel")
-      .withColumnRenamed("_c8", "deps")
-      .withColumnRenamed("_c9", "misc")
-  }
-
-  def getEvaluationDataSet(predictionDataSet: Dataset[_], groundTruthDataSet: Dataset[_]): Dataset[_] = {
-    val cleanPredictionDataSet = processPredictionDataSet(predictionDataSet)
-    println("Prediction Dataset")
-    cleanPredictionDataSet.show(100, false)
-    val evaluationDataSet = cleanPredictionDataSet.withColumn("id", monotonically_increasing_id())
-      .join(groundTruthDataSet.withColumn("id", monotonically_increasing_id()), Seq("id"))
-      .drop("id")
-    evaluationDataSet.select("form", "predicted_head", "head", "deprel", "predicted_deprel")
-  }
-
-  def processPredictionDataSet(dataSet: Dataset[_]): Dataset[_] = {
-    val cleanPrediction: Seq[(String, String)] =  predictionDataSet.select("dependency.metadata",
-      "labdep.result").rdd.map { row =>
-      val metaData: Seq[Map[String, String]] = row.get(0).asInstanceOf[mutable.WrappedArray[Map[String, String]]]
-      val heads = getHeads(metaData)
-      val typedDependencyResult: Seq[String] = row.get(1).asInstanceOf[mutable.WrappedArray[String]].toList
-      (heads, typedDependencyResult)
-    }.collect().flatMap(row => row._1 zip row._2)
-    cleanPrediction.toDF("predicted_head", "predicted_deprel")
-  }
-
-  def computeAccuracy(evaluationDataSet: Dataset[_]): Unit = {
-    val accuracyDataSet = evaluationDataSet.withColumn("result",
-      when($"predicted_head" === $"head" && $"predicted_deprel" === $"deprel", 1).otherwise(0))
-    accuracyDataSet.select(avg(col("result"))).alias("accuracy").show()
-  }
-
-}
diff --git a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NerCrfEvalTesSpec.scala b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NerCrfEvalTesSpec.scala
new file mode 100644
index 00000000000000..469cc9be5d4898
--- /dev/null
+++ b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NerCrfEvalTesSpec.scala
@@ -0,0 +1,35 @@
+package com.johnsnowlabs.nlp.eval
+
+import com.johnsnowlabs.nlp.annotator.{NerCrfApproach, WordEmbeddings}
+import com.johnsnowlabs.nlp.embeddings.WordEmbeddingsFormat
+import org.scalatest.FlatSpec
+
+class NerCrfEvalTesSpec extends FlatSpec {
+
+  "A NER CRF Evaluation" should "display accuracy results" in {
+    val trainFile = "./eng.train.small"
+    val testFiles = "./eng.testa"
+    val format = ""
+    val modelPath = "./ner_crf"
+
+    val glove = new WordEmbeddings()
+      .setInputCols("sentence", "token")
+      .setOutputCol("glove")
+      .setEmbeddingsSource("/Users/dburbano/tmp/embeddings.100d.test.txt",
+        100, WordEmbeddingsFormat.TEXT)
+      .setCaseSensitive(true)
+
+    val nerTagger = new NerCrfApproach()
+      .setInputCols(Array("sentence", "token","pos", "glove"))
+      .setLabelColumn("label")
+      .setOutputCol("ner")
+      .setMaxEpochs(10)
+      .setRandomSeed(0)
+      .setVerbose(2)
+
+    val nerCrfEvaluation = new NerCrfEvaluation(testFiles, format)
+    nerCrfEvaluation.computeAccuracyAnnotator(modelPath, trainFile, nerTagger, glove)
+
+  }
+
+}
diff --git a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NerDLEvalTesSpec.scala b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NerDLEvalTesSpec.scala
index 82f8d9421c386d..5acd6147a56dac 100644
--- a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NerDLEvalTesSpec.scala
+++ b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NerDLEvalTesSpec.scala
@@ -7,15 +7,15 @@ import org.scalatest.FlatSpec
 class NerDLEvalTesSpec extends FlatSpec {
 
   "A NER DL Evaluation" should "display accuracy results" in {
-    val trainFile = "./eng.train." //s3://auxdata.johnsnowlabs.com/public/resources/en/ner/conll-2003/eng.train
-    val testFiles = "./eng.testa" //s3://auxdata.johnsnowlabs.com/public/resources/en/ner/conll-2003/eng.testa
+    val trainFile = "./eng.train"
+    val testFiles = "./eng.testa"
     val format = ""
     val modelPath = "./ner_dl"
 
     val glove = new WordEmbeddings()
       .setInputCols("sentence", "token")
       .setOutputCol("glove")
-      .setEmbeddingsSource("./glove.6B.100d.txt", //s3://auxdata.johnsnowlabs.com/spark-nlp-resources/glove.6B.100d.txt
+      .setEmbeddingsSource("/Users/dburbano/tmp/embeddings.100d.test.txt",
         100, WordEmbeddingsFormat.TEXT)
       .setCaseSensitive(true)
 
@@ -27,8 +27,9 @@ class NerDLEvalTesSpec extends FlatSpec {
       .setRandomSeed(0)
       .setVerbose(2)
 
-    NerDLEvaluation(testFiles, format, modelPath, trainFile, nerTagger, glove)
+    val nerDLEvaluation = new NerDLEvaluation(testFiles, format)
+    nerDLEvaluation.computeAccuracyAnnotator(modelPath, trainFile, nerTagger, glove)
 
   }
 
-}
+}
\ No newline at end of file
diff --git a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala
index 8d80195823d450..6b21ccbee88fbc 100644
--- a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala
+++ b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala
@@ -9,16 +9,17 @@ class NorvigSpellEvalTestSpec extends FlatSpec {
 
     val trainFile = "src/test/resources/spell/sherlockholmes.txt"
     val dictionaryFile = "src/test/resources/spell/words.txt"
-    val groundTruthFile = "./ground_truth.txt" //spark-nlp-training/src/main/resources/spell/ground_truth.txt
-    val testFile = "./misspell.txt" //spark-nlp-training/src/main/resources/spell/misspell.txt
+    val groundTruthFile = "./ground_truth.txt"
+    val testFile = "./misspell.txt"
 
     val spell = new NorvigSweetingApproach()
       .setInputCols(Array("token"))
       .setOutputCol("spell")
       .setDictionary(dictionaryFile)
 
-    NorvigSpellEvaluation(trainFile, spell, testFile, groundTruthFile)
+    val norvigSpellEvaluation = new NorvigSpellEvaluation(testFile, groundTruthFile)
+    norvigSpellEvaluation.computeAccuracyAnnotator(spell, trainFile)
 
   }
 
-}
+}
\ No newline at end of file
diff --git a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/SymSpellEvalTestSpec.scala b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/SymSpellEvalTestSpec.scala
index a50bac88042ba8..55a540b8c9558a 100644
--- a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/SymSpellEvalTestSpec.scala
+++ b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/SymSpellEvalTestSpec.scala
@@ -9,15 +9,16 @@ class SymSpellEvalTestSpec extends FlatSpec {
 
     val trainFile = "src/test/resources/spell/sherlockholmes.txt"
     val dictionaryFile = "src/test/resources/spell/words.txt"
-    val groundTruthFile = "./ground_truth.txt" //spark-nlp-training/src/main/resources/spell/ground_truth.txt
-    val testFile = "./misspell.txt" //spark-nlp-training/src/main/resources/spell/misspell.txt
+    val groundTruthFile = "./ground_truth.txt"
+    val testFile = "./misspell.txt"
 
     val spell = new SymmetricDeleteApproach()
       .setInputCols(Array("token"))
       .setOutputCol("spell")
       .setDictionary(dictionaryFile)
 
-    SymSpellEvaluation(trainFile, spell, testFile, groundTruthFile)
+    val symSpellEvaluation = new SymSpellEvaluation(testFile, groundTruthFile)
+    symSpellEvaluation.computeAccuracyAnnotator(trainFile, spell)
   }
 
-}
+}
\ No newline at end of file

From ee3ea6a883f086b316a7e23c2ec0719387689d34 Mon Sep 17 00:00:00 2001
From: Saif Addin <saif@johnsnowlabs.com>
Date: Fri, 12 Jul 2019 07:44:14 -0300
Subject: [PATCH 30/36] Fix ChunkTokenizer in python

---
 python/sparknlp/annotator.py | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/python/sparknlp/annotator.py b/python/sparknlp/annotator.py
index 7dc4007751d3ff..97ac95e7273e81 100755
--- a/python/sparknlp/annotator.py
+++ b/python/sparknlp/annotator.py
@@ -229,6 +229,20 @@ class ChunkTokenizer(Tokenizer):
     def __init__(self):
         super(Tokenizer, self).__init__(classname="com.johnsnowlabs.nlp.annotators.ChunkTokenizer")
 
+    def _create_model(self, java_model):
+        return ChunkTokenizerModel(java_model=java_model)
+
+
+class ChunkTokenizerModel(TokenizerModel):
+    name = 'ChunkTokenizerModel'
+
+    @keyword_only
+    def __init__(self, classname="com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel", java_model=None):
+        super(TokenizerModel, self).__init__(
+            classname=classname,
+            java_model=java_model
+        )
+
 
 class Stemmer(AnnotatorModel):
 

From 4f0cd862b17e9236b9282f09f87e5e3c76d73619 Mon Sep 17 00:00:00 2001
From: Saif Addin <saif@johnsnowlabs.com>
Date: Fri, 12 Jul 2019 12:00:47 -0300
Subject: [PATCH 31/36] fixed pretrained Tokenizer in python

---
 python/sparknlp/annotator.py                           | 10 +++++-----
 .../nlp/pretrained/ResourceDownloader.scala            |  4 ++--
 2 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/python/sparknlp/annotator.py b/python/sparknlp/annotator.py
index 97ac95e7273e81..351edeca8c0101 100755
--- a/python/sparknlp/annotator.py
+++ b/python/sparknlp/annotator.py
@@ -182,11 +182,6 @@ def addSplitChars(self, value):
     def _create_model(self, java_model):
         return TokenizerModel(java_model=java_model)
 
-    @staticmethod
-    def pretrained(name="token_rules", lang="en", remote_loc=None):
-        from sparknlp.pretrained import ResourceDownloader
-        return ResourceDownloader.downloadModel(Tokenizer, name, lang, remote_loc)
-
 
 class TokenizerModel(AnnotatorModel):
     name = "TokenizerModel"
@@ -221,6 +216,11 @@ def __init__(self, classname="com.johnsnowlabs.nlp.annotators.TokenizerModel", j
             caseSensitiveExceptions=True
         )
 
+    @staticmethod
+    def pretrained(name="token_rules", lang="en", remote_loc=None):
+        from sparknlp.pretrained import ResourceDownloader
+        return ResourceDownloader.downloadModel(TokenizerModel, name, lang, remote_loc)
+
 
 class ChunkTokenizer(Tokenizer):
     name = 'ChunkTokenizer'
diff --git a/src/main/scala/com/johnsnowlabs/nlp/pretrained/ResourceDownloader.scala b/src/main/scala/com/johnsnowlabs/nlp/pretrained/ResourceDownloader.scala
index 38c99e4e7fb0ed..e12369cd1f72f0 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/pretrained/ResourceDownloader.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/pretrained/ResourceDownloader.scala
@@ -357,11 +357,11 @@ object PythonResourceDownloader {
   val keyToReader: Map[String, DefaultParamsReadable[_]] = Map(
     "DocumentAssembler" -> DocumentAssembler,
     "SentenceDetector" -> SentenceDetector,
-    "Tokenizer" -> TokenizerModel,
+    "TokenizerModel" -> TokenizerModel,
     "PerceptronModel" -> PerceptronModel,
     "NerCrfModel" -> NerCrfModel,
     "Stemmer" -> Stemmer,
-    "Normalizer" -> Normalizer,
+    "NormalizerModel" -> NormalizerModel,
     "RegexMatcherModel" -> RegexMatcherModel,
     "LemmatizerModel" -> LemmatizerModel,
     "DateMatcher" -> DateMatcher,

From ba486cb8327a5da03f63bf40cbf70d3c60820079 Mon Sep 17 00:00:00 2001
From: rohit kumar <rohit@johnsnowlabs.com>
Date: Fri, 12 Jul 2019 17:01:01 +0200
Subject: [PATCH 32/36] Updated AWS dependencies

---
 build.sbt | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/build.sbt b/build.sbt
index 4634a8f9cc574e..216004f06758ae 100644
--- a/build.sbt
+++ b/build.sbt
@@ -109,19 +109,19 @@ lazy val testDependencies = Seq(
 lazy val utilDependencies = Seq(
   "com.typesafe" % "config" % "1.3.0",
   "org.rocksdb" % "rocksdbjni" % "5.17.2",
-  "org.apache.hadoop" % "hadoop-aws" %  "2.7.3"
+  "org.apache.hadoop" % "hadoop-aws" %  "3.2.0"
     exclude("com.fasterxml.jackson.core", "jackson-annotations")
     exclude("com.fasterxml.jackson.core", "jackson-databind")
+    exclude("com.fasterxml.jackson.core", "jackson-core")
     exclude("commons-configuration","commons-configuration")
+    exclude("com.amazonaws","aws-java-sdk-bundle")
     exclude("org.apache.hadoop" ,"hadoop-common"),
-  "com.amazonaws" % "aws-java-sdk" % "1.11.568"
-    exclude("commons-codec", "commons-codec")
-    exclude("com.fasterxml.jackson.core", "jackson-core")
+  "com.amazonaws" % "aws-java-sdk-core" % "1.11.375"
     exclude("com.fasterxml.jackson.core", "jackson-annotations")
     exclude("com.fasterxml.jackson.core", "jackson-databind")
-    exclude("com.fasterxml.jackson.dataformat", "jackson-dataformat-smile")
-    exclude("com.fasterxml.jackson.datatype", "jackson-datatype-joda"),
-
+    exclude("com.fasterxml.jackson.core", "jackson-core")
+    exclude("commons-configuration","commons-configuration"),
+  "com.amazonaws" % "aws-java-sdk-s3" % "1.11.375",
   "org.rocksdb" % "rocksdbjni" % "5.17.2",
   "com.github.universal-automata" % "liblevenshtein" % "3.0.0"
     exclude("com.google.guava", "guava")
@@ -186,8 +186,8 @@ val evalMergeRules: String => MergeStrategy  = {
 
 assemblyMergeStrategy in assembly := {
   case PathList("apache.commons.lang3", _ @ _*)  => MergeStrategy.discard
-  case PathList("org.apache.hadoop", _ @ _*)  => MergeStrategy.last
-  case PathList("com.amazonaws", _ @ _*)  => MergeStrategy.last
+  case PathList("org.apache.hadoop", xs @ _*)  => MergeStrategy.first
+  case PathList("com.amazonaws", xs @ _*)  => MergeStrategy.last
   case PathList("com.fasterxml.jackson") => MergeStrategy.first
   case PathList("META-INF", "io.netty.versions.properties")  => MergeStrategy.first
   case PathList("org", "tensorflow", _ @ _*)  => MergeStrategy.first

From 910a52de84d09573b54f12380e60ec6a74173856 Mon Sep 17 00:00:00 2001
From: Saif Addin <saif@johnsnowlabs.com>
Date: Sat, 13 Jul 2019 02:15:57 -0300
Subject: [PATCH 33/36] Slightly improved error message

---
 .../johnsnowlabs/nlp/embeddings/ClusterWordEmbeddings.scala   | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/main/scala/com/johnsnowlabs/nlp/embeddings/ClusterWordEmbeddings.scala b/src/main/scala/com/johnsnowlabs/nlp/embeddings/ClusterWordEmbeddings.scala
index d792ed8991196b..362fcb5ad7c67c 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/embeddings/ClusterWordEmbeddings.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/embeddings/ClusterWordEmbeddings.scala
@@ -29,8 +29,8 @@ class ClusterWordEmbeddings(val fileName: String, val dim: Int, val caseSensitiv
     }
     else {
       val localFromClusterPath = SparkFiles.get(fileName)
-      require(new File(localFromClusterPath).exists(), s"Embeddings not found under given ref ${fileName.replaceAll("/embd_", "")}\n" +
-        s" This usually means:\n\n1. You have not loaded any embeddings under such embeddings ref\n2." +
+      require(new File(localFromClusterPath).exists(), s"Embeddings not found under given ref: ${fileName.replaceAll("/embd_", "")}\n" +
+        s" This usually means:\n1. You have not loaded any embeddings under such embeddings ref\n2." +
         s" You are trying to use cluster mode without a proper shared filesystem.\n3. source was not provided to WordEmbeddings" +
         s"\n4. If you are trying to reutilize previous embeddings, make sure you use such ref here. ")
       embds = WordEmbeddingsRetriever(localFromClusterPath, dim, caseSensitive)

From 4e348e39fd922eae076bd9c65002519382becedb Mon Sep 17 00:00:00 2001
From: danilojsl <danilo@johnsnowlabs.com>
Date: Sat, 13 Jul 2019 07:01:10 -0500
Subject: [PATCH 34/36] Adds Spell Checkers pre-trained models logging

---
 .../nlp/eval/NorvigSpellEvaluation.scala      | 67 +++++++++++++------
 .../nlp/eval/SymSpellEvaluation.scala         | 57 +++++++++++-----
 .../nlp/eval/util/LoggingData.scala           | 44 +++++++++++-
 .../nlp/eval/NorvigSpellEvalTestSpec.scala    | 17 ++++-
 .../nlp/eval/SymSpellEvalTestSpec.scala       | 15 ++++-
 5 files changed, 158 insertions(+), 42 deletions(-)

diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala
index b39d2ecdc85db5..4d1450322b1508 100644
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala
+++ b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvaluation.scala
@@ -2,7 +2,7 @@ package com.johnsnowlabs.nlp.eval
 
 import com.johnsnowlabs.nlp.DocumentAssembler
 import com.johnsnowlabs.nlp.annotator._
-import com.johnsnowlabs.nlp.annotators.Tokenizer
+import com.johnsnowlabs.nlp.annotators.{Normalizer, Tokenizer}
 import com.johnsnowlabs.nlp.base._
 import com.johnsnowlabs.nlp.eval.util.LoggingData
 import com.johnsnowlabs.util.{Benchmark, PipelineModels}
@@ -14,26 +14,38 @@ import scala.collection.mutable
 
 class NorvigSpellEvaluation(testFile: String, groundTruthFile: String) {
 
-  var loggingData: LoggingData = _
+  private var loggingData: LoggingData = _
 
-  def computeAccuracyAnnotator(spell: NorvigSweetingApproach, trainFile: String): Unit = {
+  private case class NorvigSpellEvalConfig(trainFile: String, testFile: String, groundTruthFile: String,
+                                           approach: NorvigSweetingApproach, model: NorvigSweetingModel)
+
+  def computeAccuracyAnnotator(trainFile: String, spell: NorvigSweetingApproach): Unit = {
+    loggingData = new LoggingData("LOCAL", this.getClass.getSimpleName, "Spell Checkers")
+    loggingData.logNorvigParams(spell)
+    val norvigSpellEvalConfig = NorvigSpellEvalConfig(trainFile, testFile, groundTruthFile, spell, null)
+    computeAccuracy(norvigSpellEvalConfig)
+    loggingData.closeLog()
+  }
+
+  def computeAccuracyModel(spell: NorvigSweetingModel): Unit = {
     loggingData = new LoggingData("LOCAL", this.getClass.getSimpleName, "Spell Checkers")
     loggingData.logNorvigParams(spell)
-    computeAccuracy(trainFile, spell, testFile, groundTruthFile)
+    val norvigSpellEvalConfig = NorvigSpellEvalConfig("", testFile, groundTruthFile, null, spell)
+    computeAccuracy(norvigSpellEvalConfig)
     loggingData.closeLog()
   }
 
-  private def computeAccuracy(trainFile: String, spell: NorvigSweetingApproach,
-                              testFile: String, groundTruthFile: String): Unit = {
-    val spellCheckerModel = trainSpellChecker(trainFile, spell)
+  private def computeAccuracy(norvigSpellEvalConfig: NorvigSpellEvalConfig): Unit = {
+    val spellCheckerModel = trainSpellChecker(norvigSpellEvalConfig)
     val predictionDataSet = correctMisspells(spellCheckerModel, testFile)
     evaluateSpellChecker(groundTruthFile, predictionDataSet)
   }
 
-  private def trainSpellChecker(trainFile: String, spell: NorvigSweetingApproach): PipelineModel = {
-    val trainingDataSet = getDataSetFromFile(trainFile)
+  private def trainSpellChecker(norvigSpellEvalConfig: NorvigSpellEvalConfig): PipelineModel = {
+    val trainingDataSet = if (norvigSpellEvalConfig.model == null) getDataSetFromFile(norvigSpellEvalConfig.trainFile)
+                          else PipelineModels.dummyDataset
     var spellCheckerModel: PipelineModel = null
-    val spellCheckerPipeline = getSpellCheckerPipeline(spell, trainingDataSet)
+    val spellCheckerPipeline = getSpellCheckerPipeline(norvigSpellEvalConfig)
     Benchmark.setPrint(false)
     val time = Benchmark.measure(1, false, "[Norvig Spell Checker] Time to train") {
       spellCheckerModel = spellCheckerPipeline.fit(trainingDataSet)
@@ -62,7 +74,7 @@ class NorvigSpellEvaluation(testFile: String, groundTruthFile: String) {
     }
   }
 
-  private def getSpellCheckerPipeline(spell: NorvigSweetingApproach, trainDataSet: Dataset[_]): Pipeline =  {
+  private def getSpellCheckerPipeline(norvigSpellEvalConfig: NorvigSpellEvalConfig): Pipeline =  {
 
     val documentAssembler = new DocumentAssembler()
       .setInputCol("text")
@@ -73,16 +85,33 @@ class NorvigSpellEvaluation(testFile: String, groundTruthFile: String) {
       .setOutputCol("token")
 
     val finisher = new Finisher()
-      .setInputCols("spell")
+      .setInputCols("checked")
       .setOutputCols("prediction")
 
-    new Pipeline()
-      .setStages(Array(
-        documentAssembler,
-        tokenizer,
-        spell,
-        finisher
-      ))
+    if (norvigSpellEvalConfig.model == null ) {
+      new Pipeline()
+        .setStages(Array(
+          documentAssembler,
+          tokenizer,
+          norvigSpellEvalConfig.approach,
+          finisher
+        ))
+    } else {
+
+      val normalizer = new Normalizer()
+        .setInputCols("token")
+        .setOutputCol("normal")
+
+      new Pipeline()
+        .setStages(Array(
+          documentAssembler,
+          tokenizer,
+          normalizer,
+          norvigSpellEvalConfig.model,
+          finisher
+        ))
+    }
+
   }
 
   private def correctMisspells(spellCheckerModel: PipelineModel, testFile: String): Dataset[_] = {
diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/SymSpellEvaluation.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/SymSpellEvaluation.scala
index cfec019d39ee42..bed781fced825a 100644
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/SymSpellEvaluation.scala
+++ b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/SymSpellEvaluation.scala
@@ -13,26 +13,38 @@ import scala.collection.mutable
 
 class SymSpellEvaluation(testFile: String, groundTruthFile: String) {
 
-  var loggingData: LoggingData = _
+  private var loggingData: LoggingData = _
+
+  private case class SymSpellEvalConfig(trainFile: String, testFile: String, groundTruthFile: String,
+                                        approach: SymmetricDeleteApproach, model: SymmetricDeleteModel)
 
   def computeAccuracyAnnotator(trainFile: String, spell: SymmetricDeleteApproach): Unit = {
     loggingData = new LoggingData("LOCAL", this.getClass.getSimpleName, "Spell Checkers")
     loggingData.logSymSpellParams(spell)
-    computeAccuracy(trainFile, spell, testFile, groundTruthFile)
+    val symSpellConfig = SymSpellEvalConfig(trainFile, testFile, groundTruthFile, spell, null)
+    computeAccuracy(symSpellConfig)
     loggingData.closeLog()
   }
 
-  private def computeAccuracy(trainFile: String, spell: SymmetricDeleteApproach,
-                              testFile: String, groundTruthFile: String): Unit = {
-    val spellCheckerModel = trainSpellChecker(trainFile, spell)
+  def computeAccuracyModel(spell: SymmetricDeleteModel): Unit = {
+    loggingData = new LoggingData("LOCAL", this.getClass.getSimpleName, "Spell Checkers")
+    loggingData.logSymSpellParams(spell)
+    val symSpellConfig = SymSpellEvalConfig("", testFile, groundTruthFile, null, spell)
+    computeAccuracy(symSpellConfig)
+    loggingData.closeLog()
+  }
+
+  private def computeAccuracy(symSpellConfig: SymSpellEvalConfig): Unit = {
+    val spellCheckerModel = trainSpellChecker(symSpellConfig)
     val predictionDataSet = correctMisspells(spellCheckerModel, testFile)
     evaluateSpellChecker(groundTruthFile, predictionDataSet)
   }
 
-  private def trainSpellChecker(trainFile: String, spell: SymmetricDeleteApproach): PipelineModel = {
-    val trainingDataSet = getDataSetFromFile(trainFile)
+  private def trainSpellChecker(symSpellConfig: SymSpellEvalConfig): PipelineModel = {
+    val trainingDataSet = if (symSpellConfig.model == null) getDataSetFromFile(symSpellConfig.trainFile)
+                          else PipelineModels.dummyDataset
     var spellCheckerModel: PipelineModel = null
-    val spellCheckerPipeline = getSpellCheckerPipeline(spell)
+    val spellCheckerPipeline = getSpellCheckerPipeline(symSpellConfig)
     Benchmark.setPrint(false)
     val time = Benchmark.measure(1, false, "[Symmetric Spell Checker] Time to train") {
       spellCheckerModel = spellCheckerPipeline.fit(trainingDataSet)
@@ -61,7 +73,7 @@ class SymSpellEvaluation(testFile: String, groundTruthFile: String) {
     }
   }
 
-  private def getSpellCheckerPipeline(spell: SymmetricDeleteApproach): Pipeline = {
+  private def getSpellCheckerPipeline(symSpellEvalConfiguration: SymSpellEvalConfig): Pipeline = {
     val documentAssembler = new DocumentAssembler()
       .setInputCol("text")
       .setOutputCol("document")
@@ -71,16 +83,27 @@ class SymSpellEvaluation(testFile: String, groundTruthFile: String) {
       .setOutputCol("token")
 
     val finisher = new Finisher()
-      .setInputCols("spell")
+      .setInputCols("checked")
       .setOutputCols("prediction")
 
-    new Pipeline()
-      .setStages(Array(
-        documentAssembler,
-        tokenizer,
-        spell,
-        finisher
-      ))
+    if (symSpellEvalConfiguration.model == null) {
+      new Pipeline()
+        .setStages(Array(
+          documentAssembler,
+          tokenizer,
+          symSpellEvalConfiguration.approach,
+          finisher
+        ))
+    } else {
+      new Pipeline()
+        .setStages(Array(
+          documentAssembler,
+          tokenizer,
+          symSpellEvalConfiguration.model,
+          finisher
+        ))
+    }
+
   }
 
   private def correctMisspells(spellCheckerModel: PipelineModel, testFile: String): Dataset[_] = {
diff --git a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/util/LoggingData.scala b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/util/LoggingData.scala
index 6111cae63e6c56..6f17311545a7cb 100644
--- a/eval/src/main/scala/com/johnsnowlabs/nlp/eval/util/LoggingData.scala
+++ b/eval/src/main/scala/com/johnsnowlabs/nlp/eval/util/LoggingData.scala
@@ -2,8 +2,8 @@ package com.johnsnowlabs.nlp.eval.util
 
 import com.johnsnowlabs.nlp.SparkNLP
 import com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach
-import com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach
-import com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach
+import com.johnsnowlabs.nlp.annotators.spell.norvig.{NorvigSweetingApproach, NorvigSweetingModel}
+import com.johnsnowlabs.nlp.annotators.spell.symmetric.{SymmetricDeleteApproach, SymmetricDeleteModel}
 import org.mlflow.api.proto.Service.{RunInfo, RunStatus}
 import org.mlflow.tracking.MlflowClient
 import org.slf4j.LoggerFactory
@@ -90,6 +90,31 @@ class LoggingData(sourceType: String, sourceName: String, experimentName: String
     }
   }
 
+  def logNorvigParams(spell: NorvigSweetingModel): Unit = {
+    if (runId != "console") {
+      mlFlowClient.get.logParam(runId, "caseSensitive", spell.getCaseSensitive.toString)
+      mlFlowClient.get.logParam(runId, "doubleVariants", spell.getDoubleVariants.toString)
+      mlFlowClient.get.logParam(runId, "shortCircuit", spell.getShortCircuit.toString)
+      mlFlowClient.get.logParam(runId, "frequencyPriority", spell.getFrequencyPriority.toString)
+      mlFlowClient.get.logParam(runId, "wordSizeIgnore", spell.getWordSizeIgnore.toString)
+      mlFlowClient.get.logParam(runId, "dupsLimit", spell.getDupsLimit.toString)
+      mlFlowClient.get.logParam(runId, "reductLimit", spell.getReductLimit.toString)
+      mlFlowClient.get.logParam(runId, "intersections", spell.getIntersections.toString)
+      mlFlowClient.get.logParam(runId, "vowelSwapLimit", spell.getVowelSwapLimit.toString)
+    } else {
+      println(s"Parameters for $sourceName:")
+      println("caseSensitive: " + spell.getCaseSensitive.toString)
+      println("doubleVariants: " + spell.getDoubleVariants.toString)
+      println("shortCircuit: " + spell.getShortCircuit.toString)
+      println("frequencyPriority: " + spell.getFrequencyPriority.toString)
+      println("wordSizeIgnore: " + spell.getWordSizeIgnore.toString)
+      println("dupsLimit: " + spell.getDupsLimit.toString)
+      println("reductLimit: " + spell.getReductLimit.toString)
+      println("intersections: " + spell.getIntersections.toString)
+      println("vowelSwapLimit: " + spell.getVowelSwapLimit.toString)
+    }
+  }
+
   def logSymSpellParams(spell: SymmetricDeleteApproach): Unit = {
     if (runId != "console") {
       mlFlowClient.get.logParam(runId, "maxEditDistance", spell.getMaxEditDistance.toString)
@@ -105,6 +130,21 @@ class LoggingData(sourceType: String, sourceName: String, experimentName: String
     }
   }
 
+  def logSymSpellParams(spell: SymmetricDeleteModel): Unit = {
+    if (runId != "console") {
+      mlFlowClient.get.logParam(runId, "maxEditDistance", spell.getMaxEditDistance.toString)
+      mlFlowClient.get.logParam(runId, "frequencyThreshold", spell.getFrequencyThreshold.toString)
+      mlFlowClient.get.logParam(runId, "deletesThreshold", spell.getDeletesThreshold.toString)
+      mlFlowClient.get.logParam(runId, "dupsLimit", spell.getDupsLimit.toString)
+    } else {
+      println(s"Parameters for $sourceName:")
+      println("maxEditDistance: " + spell.getMaxEditDistance.toString)
+      println("frequencyThreshold: " + spell.getFrequencyThreshold.toString)
+      println("deletesThreshold: " + spell.getDeletesThreshold.toString)
+      println("dupsLimit: " + spell.getDupsLimit.toString)
+    }
+  }
+
   def logNerDLParams(nerDL: NerDLApproach): Unit = {
     if (runId != "console") {
       mlFlowClient.get.logParam(runId, "lr", nerDL.getLr.toString)
diff --git a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala
index 6b21ccbee88fbc..c05340b37c2004 100644
--- a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala
+++ b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/NorvigSpellEvalTestSpec.scala
@@ -1,6 +1,7 @@
 package com.johnsnowlabs.nlp.eval
 
 import com.johnsnowlabs.nlp.annotator.NorvigSweetingApproach
+import com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel
 import org.scalatest.FlatSpec
 
 class NorvigSpellEvalTestSpec extends FlatSpec {
@@ -14,11 +15,23 @@ class NorvigSpellEvalTestSpec extends FlatSpec {
 
     val spell = new NorvigSweetingApproach()
       .setInputCols(Array("token"))
-      .setOutputCol("spell")
+      .setOutputCol("checked")
       .setDictionary(dictionaryFile)
 
     val norvigSpellEvaluation = new NorvigSpellEvaluation(testFile, groundTruthFile)
-    norvigSpellEvaluation.computeAccuracyAnnotator(spell, trainFile)
+    norvigSpellEvaluation.computeAccuracyAnnotator(trainFile, spell)
+
+  }
+
+  "A Norvig Spell Evaluation" should "display accuracy results for pre-trained model" in {
+
+    val groundTruthFile = "./ground_truth.txt"
+    val testFile = "./misspell.txt"
+
+    val spell = NorvigSweetingModel.pretrained()
+
+    val norvigSpellEvaluation = new NorvigSpellEvaluation(testFile, groundTruthFile)
+    norvigSpellEvaluation.computeAccuracyModel(spell)
 
   }
 
diff --git a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/SymSpellEvalTestSpec.scala b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/SymSpellEvalTestSpec.scala
index 55a540b8c9558a..d8202ea556dc6e 100644
--- a/eval/src/test/scala/com/johnsnowlabs/nlp/eval/SymSpellEvalTestSpec.scala
+++ b/eval/src/test/scala/com/johnsnowlabs/nlp/eval/SymSpellEvalTestSpec.scala
@@ -1,6 +1,6 @@
 package com.johnsnowlabs.nlp.eval
 
-import com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach
+import com.johnsnowlabs.nlp.annotators.spell.symmetric.{SymmetricDeleteApproach, SymmetricDeleteModel}
 import org.scalatest.FlatSpec
 
 class SymSpellEvalTestSpec extends FlatSpec {
@@ -14,11 +14,22 @@ class SymSpellEvalTestSpec extends FlatSpec {
 
     val spell = new SymmetricDeleteApproach()
       .setInputCols(Array("token"))
-      .setOutputCol("spell")
+      .setOutputCol("checked")
       .setDictionary(dictionaryFile)
 
     val symSpellEvaluation = new SymSpellEvaluation(testFile, groundTruthFile)
     symSpellEvaluation.computeAccuracyAnnotator(trainFile, spell)
   }
 
+  "A Symnmetric Spell Evaluation" should "display accuracy results for a pre-trained model" in {
+
+    val groundTruthFile = "./ground_truth.txt"
+    val testFile = "./misspell.txt"
+
+    val spell = SymmetricDeleteModel.pretrained()
+
+    val symSpellEvaluation = new SymSpellEvaluation(testFile, groundTruthFile)
+    symSpellEvaluation.computeAccuracyModel(spell)
+  }
+
 }
\ No newline at end of file

From 35efd53065b3c840e70268ecac2d7147861087a1 Mon Sep 17 00:00:00 2001
From: Saif Addin <saif@johnsnowlabs.com>
Date: Sat, 13 Jul 2019 18:21:35 -0300
Subject: [PATCH 35/36] Version bumped, updated changelog

---
 CHANGELOG                                     | 30 ++++++++++++-------
 README.md                                     | 28 ++++++++---------
 build.sbt                                     |  6 ++--
 docs/_layouts/landing.html                    | 10 +++----
 docs/en/install.md                            | 14 ++++-----
 docs/en/quickstart.md                         | 18 +++++------
 python/setup.py                               |  2 +-
 python/sparknlp/__init__.py                   |  6 ++--
 .../scala/com/johnsnowlabs/nlp/SparkNLP.scala |  6 ++--
 .../scala/com/johnsnowlabs/util/Build.scala   |  2 +-
 10 files changed, 66 insertions(+), 56 deletions(-)

diff --git a/CHANGELOG b/CHANGELOG
index b11ea908e47a80..a4b83e78f7413c 100644
--- a/CHANGELOG
+++ b/CHANGELOG
@@ -1,25 +1,33 @@
 ========
-2.1.0-rc4
+2.1.0
 ========
 ---------------
 Overview
 ---------------
-This is a pre-release for 2.1.0. The tokenizer has been revamped, and some of the DocumentAssembler defaults changed.
-For this reason, many pipelines and models may now change their accuracies and performance. Old tokenizer default rules
-will be translated in a new english specific pretrained Tokenizer.
-NerDLApproach will now report metrics if setTrainValidationProp has been set, as well as confidence scores reporting in spell checkers.
-DependencyParser output has been reviewed and fixed a bunch of other bugs in the embeddings scope.
-Please feedback and bugs, and remember, this is a pre-release, so not yet intended for production use.
-Join Slack!
+Thank you for following up with release candidates. This release is backwards breaking because two basic annotators have been redesigned.
+The tokenizer now has easier to customize params and simplified exception management.
+DocumentAssembler `trimAndClearNewLiens` was redesigned into a `cleanupMode` for further control over the cleanup process.
+Tokenizer now supports pretrained models, meaning you'll be capable of accessing any of our language based Tokenizers.
+Another big introduction is the `eval` module. An optional Spark NLP sub-module that provides evaluation scripts, to
+make it easier when looking to measure your own models are against a validation dataset, now using MLFlow.
+Some work also began on metrics during training, starting now with the `NerDLApproach`.
+Finally, we'll have Scaladocs ready for easy library reference.
+Thank you for your feedback in our Slack channels.
+Particular thanks to @csnardi for fixing a bug in one of the release candidates.
+
+---------------
+New Features
+---------------
+* Spark NLP Eval module, includes functions to evaluate NER and Spell Checkers with MLFlow (More annotators to come)
 
 ---------------
 Enhancements
 ---------------
+* DocumentAssembler new param `cleanupMode` allows user to decide what kind of cleanup to apply to source
+* Tokenizer has been severely enhanced to allow easier and more intuitive customization
 * Norvig and Symmetric spell checkers now report confidence scores in metadata
-* Tokenizer has been severely enhanced to allow easier and faster customization
 * NerDLApproach now reports metrics and f1 scores with an automated dataset splitting through `setTrainValidationProp`
 * Began making progress towards OCR reporting more meaningful metadata (noise levels, confidence score, etc), sets ground base for further development
-* Added `spark-nlp-eval` evaluation model with multiple scripts that help users evaluate their models and pipelines. To be improved.
 
 ---------------
 Bugfixes
@@ -28,6 +36,7 @@ Bugfixes
 * Dependency Parser now only shows head token as part of the result, instead of pairs
 * Fixed NerDLModel not allowing to pick noncontrib versions from linux
 * Fixed a bug in embeddingsRef validation allowing the user to override ref when not possible
+* Removed unintentional gc calls causing some performance issues
 
 ---------------
 Framework
@@ -37,6 +46,7 @@ Framework
 ---------------
 Documentation
 ---------------
+* Scaladocs for Spark NLP reference
 * Added Google Colab workthrough guide
 * Added Approach and Model class names in reference documentation
 * Fixed various typos and outdated pieces in documentation
diff --git a/README.md b/README.md
index d5e152d23d34b1..b9d8379eb30593 100644
--- a/README.md
+++ b/README.md
@@ -40,7 +40,7 @@ Take a look at our official Spark NLP page: [http://nlp.johnsnowlabs.com/](http:
 
 ## Apache Spark Support
 
-Spark NLP *2.1.0-rc4* has been built on top of Apache Spark 2.4.3
+Spark NLP *2.1.0* has been built on top of Apache Spark 2.4.3
 
 Note that Spark is not retrocompatible with Spark 2.3.x, so models and environments might not work.
 
@@ -65,18 +65,18 @@ This library has been uploaded to the [spark-packages repository](https://spark-
 
 Benefit of spark-packages is that makes it available for both Scala-Java and Python
 
-To use the most recent version just add the `--packages JohnSnowLabs:spark-nlp:2.1.0-rc4` to you spark command
+To use the most recent version just add the `--packages JohnSnowLabs:spark-nlp:2.1.0` to you spark command
 
 ```sh
-spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc4
+spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0
 ```
 
 ```sh
-pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc4
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0
 ```
 
 ```sh
-spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc4
+spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0
 ```
 
 This can also be used to create a SparkSession manually by using the `spark.jars.packages` option in both Python and Scala
@@ -144,7 +144,7 @@ Our package is deployed to maven central. In order to add this package as a depe
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp_2.11</artifactId>
-    <version>2.1.0-rc4</version>
+    <version>2.1.0</version>
 </dependency>
 ```
 
@@ -155,7 +155,7 @@ and
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-ocr_2.11</artifactId>
-    <version>2.1.0-rc4</version>
+    <version>2.1.0</version>
 </dependency>
 ```
 
@@ -163,14 +163,14 @@ and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.1.0-rc4"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.1.0"
 ```
 
 and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-ocr
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.1.0-rc4"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.1.0"
 ```
 
 Maven Central: [https://mvnrepository.com/artifact/com.johnsnowlabs.nlp](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp)
@@ -185,7 +185,7 @@ If you installed pyspark through pip/conda, you can install `spark-nlp` through
 
 Pip:
 ```bash
-pip install spark-nlp==2.1.0.rc4
+pip install spark-nlp==2.1.0
 ```
 Conda:
 ```bash
@@ -202,7 +202,7 @@ spark = SparkSession.builder \
     .master("local[4]")\
     .config("spark.driver.memory","4G")\
     .config("spark.driver.maxResultSize", "2G") \
-    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc4")\
+    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0")\
     .config("spark.kryoserializer.buffer.max", "500m")\
     .getOrCreate()
 ```
@@ -216,7 +216,7 @@ Use either one of the following options
 * Add the following Maven Coordinates to the interpreter's library list
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0-rc4
+com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0
 ```
 
 * Add path to pre-built jar from [here](#pre-compiled-spark-nlp-and-spark-nlp-ocr) in the interpreter's library list making sure the jar is available to driver path
@@ -226,7 +226,7 @@ com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0-rc4
 Apart from previous step, install python module through pip
 
 ```bash
-pip install spark-nlp==2.1.0.rc4
+pip install spark-nlp==2.1.0
 ```
 
 Or you can install `spark-nlp` from inside Zeppelin by using Conda:
@@ -251,7 +251,7 @@ export PYSPARK_PYTHON=python3
 export PYSPARK_DRIVER_PYTHON=jupyter
 export PYSPARK_DRIVER_PYTHON_OPTS=notebook
 
-pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc4
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0
 ```
 
 Alternatively, you can mix in using `--jars` option for pyspark + `pip install spark-nlp`
diff --git a/build.sbt b/build.sbt
index 216004f06758ae..5dc6a8f1c5aa05 100644
--- a/build.sbt
+++ b/build.sbt
@@ -16,7 +16,7 @@ if(is_gpu.equals("false")){
 
 organization:= "com.johnsnowlabs.nlp"
 
-version := "2.1.0-rc4"
+version := "2.1.0"
 
 scalaVersion in ThisBuild := scalaVer
 
@@ -200,7 +200,7 @@ assemblyMergeStrategy in assembly := {
 lazy val evaluation = (project in file("eval"))
   .settings(
     name := "spark-nlp-eval",
-    version := "2.1.0-rc4",
+    version := "2.1.0",
 
     assemblyMergeStrategy in assembly := evalMergeRules,
 
@@ -241,7 +241,7 @@ lazy val evaluation = (project in file("eval"))
 lazy val ocr = (project in file("ocr"))
   .settings(
     name := "spark-nlp-ocr",
-    version := "2.1.0-rc4",
+    version := "2.1.0",
 
     test in assembly := {},
 
diff --git a/docs/_layouts/landing.html b/docs/_layouts/landing.html
index e8e044fd528e11..01ddbaae67da3e 100755
--- a/docs/_layouts/landing.html
+++ b/docs/_layouts/landing.html
@@ -49,22 +49,22 @@ <h1>{{ _section.title }}</h1>
           <div class="cell cell--12 cell--lg-12" style="text-align: left; background-color: #2d2d2d; padding: 10px">
             {% highlight bash %}
 # Install Spark NLP from PyPI
-$ pip install spark-nlp==2.1.0.rc4
+$ pip install spark-nlp==2.1.0
 
 # Install Spark NLP from Anacodna/Conda
 $ conda install -c johnsnowlabs spark-nlp
 
 # Load Spark NLP with Spark Shell
-$ spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc4
+$ spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0
 
 # Load Spark NLP with PySpark
-$ pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc4
+$ pyspark --packages JohnSnowLabs:spark-nlp:2.1.0
 
 # Load Spark NLP with Spark Submit
-$ spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc4
+$ spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0
 
 # Load Spark NLP as external JAR after comiling and bulding Spark NLP by `sbt assembly`
-$ spark-shell --jar spark-nlp-assembly-2.1.0-rc4
+$ spark-shell --jar spark-nlp-assembly-2.1.0
             {% endhighlight %}
           </div>
         </div>
diff --git a/docs/en/install.md b/docs/en/install.md
index b445e71867b1af..11a3b55d79844f 100644
--- a/docs/en/install.md
+++ b/docs/en/install.md
@@ -13,7 +13,7 @@ modify_date: "2019-05-16"
 If you installed pyspark through pip, you can install `spark-nlp` through pip as well.
 
 ```bash
-pip install spark-nlp==2.1.0.rc4
+pip install spark-nlp==2.1.0
 ```
 
 PyPI [spark-nlp package](https://pypi.org/project/spark-nlp/)
@@ -36,7 +36,7 @@ spark = SparkSession.builder \
     .master("local[*]")\
     .config("spark.driver.memory","8G")\
     .config("spark.driver.maxResultSize", "2G") \
-    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc4")\
+    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0")\
     .config("spark.kryoserializer.buffer.max", "500m")\
     .getOrCreate()
 ```
@@ -97,7 +97,7 @@ Our package is deployed to maven central. In order to add this package as a depe
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp_2.11</artifactId>
-    <version>2.1.0-rc4</version>
+    <version>2.1.0</version>
 </dependency>
 ```
 
@@ -108,7 +108,7 @@ and
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-ocr_2.11</artifactId>
-    <version>2.1.0-rc4</version>
+    <version>2.1.0</version>
 </dependency>
 ```
 
@@ -116,14 +116,14 @@ and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.1.0-rc4"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.1.0"
 ```
 
 and
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-ocr
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.1.0-rc4"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-ocr" % "2.1.0"
 ```
 
 Maven Central: [https://mvnrepository.com/artifact/com.johnsnowlabs.nlp](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp)
@@ -151,7 +151,7 @@ Note: You can import these notebooks by using their URLs.
 4- From the Source drop-down menu, select **Maven Coordinate:**
 ![Databricks](https://databricks.com/wp-content/uploads/2015/07/select-maven-1024x711.png)
 
-5- Now, all available **Spark Packages** are at your fingertips! Just search for **JohnSnowLabs:spark-nlp:version** where **version** stands for the library version such as: `1.8.4` or `2.1.0-rc4`
+5- Now, all available **Spark Packages** are at your fingertips! Just search for **JohnSnowLabs:spark-nlp:version** where **version** stands for the library version such as: `1.8.4` or `2.1.0`
 ![Databricks](https://databricks.com/wp-content/uploads/2015/07/browser-1024x548.png)
 
 6- Select **spark-nlp** package and we are good to go!
diff --git a/docs/en/quickstart.md b/docs/en/quickstart.md
index 09dcdc9945e215..a2ddb18da4a3e3 100644
--- a/docs/en/quickstart.md
+++ b/docs/en/quickstart.md
@@ -29,9 +29,9 @@ Spark NLP is built on top of **Apache Spark 2.4.0** and such is the **only** sup
 To start using the library, execute any of the following lines depending on your desired use case:
 
 ```bash
-spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0-rc4
-pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc4
-spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc4
+spark-shell --packages JohnSnowLabs:spark-nlp:2.1.0
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0
+spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0
 ```
 
 ### **Straight forward Python on jupyter notebook**
@@ -39,7 +39,7 @@ spark-submit --packages JohnSnowLabs:spark-nlp:2.1.0-rc4
 Use pip to install (after you pip installed numpy and pyspark)
 
 ```bash
-pip install spark-nlp==2.1.0.rc4
+pip install spark-nlp==2.1.0
 jupyter notebook
 ```
 
@@ -60,7 +60,7 @@ spark = SparkSession.builder \
     .appName('OCR Eval') \
     .config("spark.driver.memory", "6g") \
     .config("spark.executor.memory", "6g") \
-    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc4") \
+    .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0") \
     .getOrCreate()
 ```
 
@@ -69,13 +69,13 @@ spark = SparkSession.builder \
 Add the following maven coordinates in the dependency configuration page:
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0-rc4
+com.johnsnowlabs.nlp:spark-nlp_2.11:2.1.0
 ```
 
 For Python in **Apache Zeppelin** you may need to setup _**SPARK_SUBMIT_OPTIONS**_ utilizing --packages instruction shown above like this
 
 ```bash
-export SPARK_SUBMIT_OPTIONS="--packages JohnSnowLabs:spark-nlp:2.1.0-rc4"
+export SPARK_SUBMIT_OPTIONS="--packages JohnSnowLabs:spark-nlp:2.1.0"
 ```
 
 ### **Python Jupyter Notebook with PySpark**
@@ -85,7 +85,7 @@ export SPARK_HOME=/path/to/your/spark/folder
 export PYSPARK_DRIVER_PYTHON=jupyter
 export PYSPARK_DRIVER_PYTHON_OPTS=notebook
 
-pyspark --packages JohnSnowLabs:spark-nlp:2.1.0-rc4
+pyspark --packages JohnSnowLabs:spark-nlp:2.1.0
 ```
 
 ### S3 based standalone cluster (No Hadoop)
@@ -297,7 +297,7 @@ lightPipeline.annotate("Hello world, please annotate my text")
 Spark NLP OCR Module is not included within Spark NLP. It is not an annotator and not an extension to Spark ML. You can include it with the following coordinates for Maven:
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc4
+com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0
 ```
 
 ### Creating Spark datasets from PDF (To be used with Spark NLP)
diff --git a/python/setup.py b/python/setup.py
index 0e41aa952a550d..35dec4a56f20f0 100644
--- a/python/setup.py
+++ b/python/setup.py
@@ -40,7 +40,7 @@
     # For a discussion on single-sourcing the version across setup.py and the
     # project code, see
     # https://packaging.python.org/en/latest/single_source_version.html
-    version='2.1.0.rc4',  # Required
+    version='2.1.0',  # Required
 
     # This is a one-line description or tagline of what your project does. This
     # corresponds to the "Summary" metadata field:
diff --git a/python/sparknlp/__init__.py b/python/sparknlp/__init__.py
index db6e116afd5bf7..130d8cea941630 100644
--- a/python/sparknlp/__init__.py
+++ b/python/sparknlp/__init__.py
@@ -40,14 +40,14 @@ def start(include_ocr=False):
 
     if include_ocr:
         builder \
-            .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc4,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc4,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3") \
+            .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3") \
             .config("spark.jars.repositories", "http://repo.spring.io/plugins-release")
 
     else:
-        builder.config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc4") \
+        builder.config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0") \
 
     return builder.getOrCreate()
 
 
 def version():
-    print('2.1.0-rc4')
+    print('2.1.0')
diff --git a/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala b/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
index d5ab56d45a2cdb..14ad1b813c5eed 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
@@ -4,7 +4,7 @@ import org.apache.spark.sql.SparkSession
 
 object SparkNLP {
 
-  val currentVersion = "2.1.0-rc4"
+  val currentVersion = "2.1.0"
 
   def start(includeOcr: Boolean = false): SparkSession = {
     val build = SparkSession.builder()
@@ -15,11 +15,11 @@ object SparkNLP {
 
     if (includeOcr) {
       build
-        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc4,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0-rc4,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3")
+        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0,com.johnsnowlabs.nlp:spark-nlp-ocr_2.11:2.1.0,javax.media.jai:com.springsource.javax.media.jai.core:1.1.3")
         .config("spark.jars.repositories", "http://repo.spring.io/plugins-release")
     } else {
       build
-        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0-rc4")
+        .config("spark.jars.packages", "JohnSnowLabs:spark-nlp:2.1.0")
     }
 
     build.getOrCreate()
diff --git a/src/main/scala/com/johnsnowlabs/util/Build.scala b/src/main/scala/com/johnsnowlabs/util/Build.scala
index a9bd1850f6910f..097399430d2a64 100644
--- a/src/main/scala/com/johnsnowlabs/util/Build.scala
+++ b/src/main/scala/com/johnsnowlabs/util/Build.scala
@@ -11,6 +11,6 @@ object Build {
     if (version != null && version.nonEmpty)
       version
     else
-      "2.1.0-rc4"
+      "2.1.0"
   }
 }
\ No newline at end of file

From 7f5180721a093a9ea550bf39c6999b57906ff41f Mon Sep 17 00:00:00 2001
From: Saif Addin <saif@johnsnowlabs.com>
Date: Sat, 13 Jul 2019 18:23:13 -0300
Subject: [PATCH 36/36] Version bumped, updated changelog

---
 CHANGELOG | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/CHANGELOG b/CHANGELOG
index a4b83e78f7413c..ab1337e2527394 100644
--- a/CHANGELOG
+++ b/CHANGELOG
@@ -18,7 +18,7 @@ Particular thanks to @csnardi for fixing a bug in one of the release candidates.
 ---------------
 New Features
 ---------------
-* Spark NLP Eval module, includes functions to evaluate NER and Spell Checkers with MLFlow (More annotators to come)
+* Spark NLP Eval module, includes functions to evaluate NER and Spell Checkers with MLFlow (Python support and more annotators to come)
 
 ---------------
 Enhancements